{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from joblib import Parallel, delayed\n",
    "import time\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_all_data = pd.read_hdf('data/train.h5')\n",
    "test_all_data = pd.read_hdf('data/test.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_all_data[\"type\"] = train_all_data[\"type\"].map({'围网':0,'刺网':1,'拖网':2})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_min_max(data):\n",
    "    print(\"最大值：{}，最小值：{}，平均值：{}\".format(data.max(),data.min(),data.mean()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------x-----------\n",
      "最大值：7133785.482740336，最小值：5000249.625693836，平均值：6277243.318021807\n",
      "最大值：7123876.700085233，最小值：5025842.23928463，平均值：6276006.054200027\n",
      "---------------y-----------\n",
      "最大值：7667580.57052392，最小值：3345433.07253926，平均值：5271189.984677261\n",
      "最大值：6793660.6408068575，最小值：3426329.2357312967，平均值：5275927.9625286115\n",
      "---------------v-----------\n",
      "最大值：100.16，最小值：0.0，平均值：1.7844491594799001\n",
      "最大值：90.83，最小值：0.0，平均值：1.8288442926564905\n",
      "---------------d-----------\n",
      "最大值：360，最小值：0，平均值：115.15330462825015\n",
      "最大值：360，最小值：0，平均值：116.58799838441264\n"
     ]
    }
   ],
   "source": [
    "for col in test_all_data.columns: \n",
    "    if col !=\"time\" and col != \"ship\":\n",
    "        print(\"---------------\"+col+\"-----------\")\n",
    "        print_min_max(train_all_data[col])\n",
    "        print_min_max(test_all_data[col])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_path(train,type_name):\n",
    "    ids = train[train['type']==type_name]['ship'].unique()\n",
    "    ids = [ids[np.random.randint(len(ids))] for x in range(10)]\n",
    "    t = train[train['ship'].isin(ids)]\n",
    "\n",
    "    f, ax = plt.subplots(5,2, figsize=(8,20))\n",
    "    for index, cur_id in enumerate(ids):\n",
    "        cur = t[t['ship']==cur_id]\n",
    "        i = index//2\n",
    "        j = index % 2\n",
    "        ax[i,j].plot(cur['x'], cur['y'])\n",
    "        ax[i,j].set_title(cur_id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zsj+NwyvQJKICjcMr0DC8Av4+nhjjuLXgCiLC3zo3BGDcom0cO53La10b4emi9pW6VoUKBIwxe+zvAyLyNY5h+N3Ye4fAchHJAypz9ft9lys/DASKiJe96neun9/WbhHxAirY+oW+pwiMA8e644JeZ2Qlf3w8PUjdlUW3ZhcGGI6fydWJPUqVQBXKevP7jvUY0KYmnyfvYtXOIyTvyGRm2t7/qbvh750o43PDU5EAR1Dx9y4NCfDzYszCrRw6foZ/P9KUAD9vl7Sv1LUo8NaAiPiLSED+MY6rg7XAN0A7W14X8AEO4bjf11NEfO1qgChgOY7hwygRqSkiPjgm+820gcQCoLt9ykvvHebfU+wOzLf1r/QcN8TL04OEWkFMS/qNe0f+Qhlvx5t+3oaMG21aKVWMBfn78OQdtflP3ziWvNie5JfvZvKAFgy9s/b5Om3fWsCEX7a5bB8CEeGPnerzygMNmL/xAF1G/6oZTZVbFJhZ0A73f23/9AI+Mcb8w36ZTwJigBzgD8aY+fac/wcMxJF45FljzCxbfh/wLo7lg5OMMf9weo7pOG41rAIeNcacERE/4EOgGY5EJj2NMduu9hxXUthMZCdzcpmZupePlv3G2j2OSURt6wbTpnYl4msG0Si8wkU7FSpV0hQmE5m7XWtmwRthjCFp22FGzUsnadthgvx9GHx7Tfq2rOGyK/il2w4z7JMUTuac472ezbi7QUjBJylVCIV5P2uK4SswxrB6dzafJ+8iadvh8xsRhQeWYeawNlQq51tUXVXKrTQQuLLkHZmMmp/Oz5sPUqGMNwPaRDKgdU0qlL3xgGB/9mm7iuEYUwa2oHXtyi7osSrtNBBwcqMfHAePnWFx+kH++OVq7m0Uxnu9dAKhKpk0ECjY6t1ZjJqfztz1GZTz9aJfqxoMuq3mDV8gZJ3M4eGxSezPPs1nT7SiQdXyLuqxKq0K837WMe5CCg7wpVuzCJ65K4qZaXuZs26/u7uklHKTJhGBjO8Xx6zht3P8TC5jFm4l9rWfWLjpQMEnX0VgWR+mDoynnJ8X/ScvZ1dm4fdBUOp6aSBwjYbeWZvosPK8/M1ask+edXd3lFJuFB1Wnq+ean3+78cmr2BG6h5ynZKSXauqgWWYOjCeM2fP0X/ScjJP5Liiq0pdkQYC18jb04O3ujfh8IkcXv1ekw0pVdo1r16Rrf+8j5E9Y6gbUo7h01O5+98/8+XK3Zy7zjTCdUMCmPRYC/ZknWLglBUuW6mg1OVoIHAdGoVX4Mk7avHlyt2k7Dzi7u4opdzM00PoEhPOj8PbMvbR5vj7evGHL9Lo/P5ilm07fF1txkUGMapXM1bvzuLpj1MuSn2ulCtpIHCdnrqzDoFlvRk9P93dXVFKFRMeHkKnRmF898xtjOwZw5ETOfQYt5SnPl55Xff7OzYM5bWujVmw6SAvfrVG0xGrIqGBwHXy9/ViUJuazNt4gHV7s93dHaVUMSLiGCGY9/s7ee7uuizYeJD2//6ZN3/cyPEz1zbM3zuhOs/eHcWXK3fz1uxNRdRjVZppIHAD+rWOJMDXizELtrq7K0qpYqiMjyfD745i/h/u4P7GYYxZuJV2by/ki+Rd17QN8fD2UfSKr86YhVuZ8uv2IuyxKo00ELgBFcp40691DX5Yu4/0A5oaVCl1eWEVyvBOjxi+eqo14YFleOHL1XQZ/SsrdmQWfDKOEYbXujaiY4MQ/vbder5b/b97ISh1vTQQuEED29TEz8tTRwXULSMrK4vu3btTv359oqOjSUpKIjMzkw4dOuRvQxwlIhXz64vInSKSKiLrRORnp/JOIrJJRNJFZIRTeU27PXm6iHxm05Fj9wb5zJYvE5FIp3NetOWbROSem/Hv4A7Nq1fkq6GtebdHDAePneHhsUk8/UkKu48UPH/A00N4r1cz4mpU5PnP0liy9dBN6LEqDTQQuEGVyvnSt1UNvk7dw5rdOldAFX/Dhw+nU6dObNy4kbS0NKKjo0lMTKR9+/Zs2bIF4BgwAkBEAoExQGdjTEPgYVvuCYwG7gUaAL1EpIF9ijeAd4wxdYAjwCBbPgg4YsvfsfWw5/UEGgKdgDG2/RLJw0Po2iyc+X+4g9+1j+Kn9Rm0/9fP/GvOJk4UMH/Az9uTCf1aEFm5LE9MW8n6vUdvUq9VSaYphl3g6Omz3PX2z4RXLMPXQ1u7bN9ypVwtOzubmJgYtm3bhsiF/6f16tVj4cKFhIWFISKrAT9jTD0ReQqoaox52bkdEWkF/NUYc4/9+0X7UCJwEAg1xuQ61xOR2fY4yW4rvh8IxgYdxpjXbVvn613pdbg7xbAr7ck6xRuzNjIzbS+eHkLVQD+qB5W1P/4XjiuVpUIZx54Ge7NO8dAHS8jNM3w1tDXVgsq6+VWo4qowKYa9blZnSrLyft78v/vr89xnaUxfsYveCdXd3SWlLmv79u0EBwczYMAA0tLSiI2NZeTIkWRkZBAWFpZf7SxQwx7XBbxFZCEQAIw0xkwDwoFdTk3vBhKASkCWMSbXqTzcHp8/xwYJ2bZ+OLD0krbCKSXCA8vwXq9mPNYmkvkbDrAz8yQ7M08yZ10Gh6+QVbBjgxCmDYyn+9gk+k9azhdPttKN0NR101sDLtI1JpyEmkG88eNGDh8/4+7uKHVZubm5pKSkMHToUFatWoW/vz+JiYmXq5o/VOgFxAL3A/cAfxaRujepuxcRkSEikiwiyQcPHnRHF4pU8+oV+cM99XivVzO+eboNyS/fzaePt6RdveD/qdu0WiBRIQFM7B/nyD44NbnA2wpKXYkGAi6SP6v3xJlc/vrt+mtaGqTUzRIREUFERAQJCQkAdO/enZSUFEJCQti3b19+NW8gf/ec3cBsY8wJY8whYBHQFNgDVHNu2pYdBgLt0L9zOc7n2Mcr2PpXausixphxxpg4Y0xccPD/fjmWFFkncxizMJ22by2g1/ilLNpyiNujKvPPbo1JfvludiTez9Pt6gAXsg+u2Z3FgCkrNBhQ10UDAReKCgngd+2j+DZtL3/4Ik1TgqpiJzQ0lGrVqrFpkyMxzbx582jQoAGdO3dm6tSp+dUqATPs8QzgNhHxEpGyOIb/NwArcKwuqGlXBfQEZhrHpKMFQHd7fn+ntmbav7GPz7f1ZwI97aqCmkAUsLwoXn9xtv3QCf4yYy2tXp/Pmz9uolrFsrz5UBOS/9/dfDgogd4J1al8meH/jg1DebdnM5J3ZDJgsgYD6trpHAEXe+auOngIvD1nM0dP5/J+72b4eZfYCdDqFjRq1Cj69OlDTk4OtWrVYvLkyeTl5fHII48wceJEgPI4Jv1hjNkgIj8Cq4E8YIIxZi2AiAwDZgOewCRjzDr7FH8CpovIa8AqYKItnwh8KCLpQCaO4AFjzDoR+RxYD+QCTxtjzhX1v0NxsXZPNiPnbeGnDRl4e3jQJaYqg26vSf3Q8oVuo3PTqngIDJ+eymOTlzN5QDzlfPXjXRWOrhooItOSdvCXGetoWSuI//SNOz/bV6nirjCzjN2tpKwayDqZwx1vLcRDoG/LGjzaqgZVAvyuu70f1uzjmU9XEVMtkCkDWhDgp587pV1h3s96a6CI9GsVybs9YkjecYSuo3/VzINKqf8xct4Wjp0+y/QhrXi+Y70bCgIA7mscxvu9mpG2K4t+k5Zz9PRZF/VUlWQaCBShrs3C+XRIS46dPkvX0Uv4aX2Gu7uklComth08zodJv9Ezvjr1QgNc1u69jcN4v3dz1uzOpv+k5de8yZEqfTQQKGItIoOYOew2IiuX5fEPk3l//hbdSlQpxeuzNuLr5cFzd7t+NWanRqGM7tOc1buzGThlBadySs2UC3UdChUIiMgOEVlj840n27K/isgeW5YqIvfZch8RmWzrp4nInU7txNrydBF5T2xqMxEJEpG5IrLF/q5oy8XWSxeR1SLS3Kmt/rb+FhHpTzFWNbAMXz7Zmi5Nq/L2nM0M+2QVJ3M0SleqtFqy9RBz12fwVLs6BAcUTSKgexqG2tuTmQz5MJnTZzUYUJd3LSMC7YwxMZdMOnjHlsUYY36wZY8DGGMaAx2Af4lI/vN8YB+Psj+dbPkIYJ4xJgqYZ/8GRx7z/LpD7PmISBDwCo6lTPHAK86bpBRHft6evNMjhpfuq8+stft4cMwSdmUWvNGIUqrkeXv2JsIDyzDotppF+jwPNK3KGw814Zcth3jus1TNb6IuqyhuDTQA5gMYYw4AWUCciIQB5Y0xS+3a4WlAV3tOFyB/EfPUS8qnGYelOBKVhOHIcDbXGJNpjDkCzOVCUFFsiQhD2tZm8oB49madovP7i3UHMaVKmY7v/EzKziz2ZJ26KUuLH46rxsv3RzNr7X7enrOpyJ9P3XoKGwgYYI6IrBSRIU7lw+yQ/SSnK/I0oLNNQFITR3rSajhyh+92Otc5n3iIMSY/rdl+IMQeXy6fefhVyi9SXFOS3lE3mJnDbnPsXDhxOVN+3a7zBpQqBXLP5bE54/hNf95Bt9WkV3x1xizcyhfJuwo+QZUqhQ0EbjPGNMcxVP+0iLTFMUxfG4gB9gH/snUn4fhiTgbeBZYAhb45ZUcLXPKtWJxTkkZW9ufrp1rTrl4V/vrtev745WrO5Oo9PKVKMi/PCx+5S19sf9OeV0T4e5eGtKlTiRe/WsP8jbqCSV1QqEDAGLPH/j4AfA3EG2MyjDHnjDF5wHgc9+oxxuQaY56z8wa6AIHAZhy5wyOcmnXOJ55hh/yxv/PznF8pB3mhcpMXdwF+3ozrG8vv2kfxxcrd9By3lANHT7u7W0qpIrQj8X52JN5PaIUbyxlwrbw9Pfjg0Viiw8rz5EcpLEnX25LKocBAQET8RSQg/xjoCKzN/+K2ugH5aUfL2nqISAcg1xiz3g79HxWRlna1QD8un4P80tzk/ezqgZZAtm1nNtBRRCraWxIdbdktx8NDeL5DXcY+2pxN+4/xwPuLWbXziLu7pZQqgcr7eTNtYDw1K/kzeFoyK3/LdHeXVDFQmBGBEGCxiKTh2Ajke2PMj8CbdingaqAd8JytXwVIEZENOHKO93Vq6ylgApAObAVm2fJEoIOIbAHutn8D/ABss/XH2/MxxmQCr+LY+GQF8Hdbdsvq1CiMr55qjY+XBz3+s5TPV+zSeQNKKZer6O/Dh4PjqRLgy2OTV7B2T7a7u6TcTPcaKGaOnMhh2Kcp/Jp+mNgaFXnx3vrERQa5u1uqFNG9BkqHPVmneGRsEidzcvnsiVbUDXFddkNVfOheA7egiv4+TB0Qz+sPNmZX5km6j03i8WnJ7M/WuQNKKdcJDyzDx4MT8PL04NEJy9hx6IS7u6TcRAOBYsjL04Ne8dVZ+MKd/KFjXX5NP0Tv8Us5cEyDAaWU60RW9ufjwQmcPZdHnwnL2JN1yt1dUm6ggUAxVtbHi2F3RfHhoHj2Hz1N3wnLyTyR4+5uqVtcVlYW3bt3p379+kRHR5OUlERmZiYdOnQgKioKIOrSTJ0i0kJEckWku1PZZdN8uzKVuCp6dUMC+HBQAkdPneXRCcv0gqMU0kDgFhBbI4gJ/eLYcfgE/SYtI/uUbi2qrt/w4cPp1KkTGzduJC0tjejoaBITE2nfvj1btmwBOMaFNN+IiCfwBjDHqexqab5dkkpc3TyNwisweUAL9mfrBUdppIHALaJ1ncqM7RvLpv3HeGyybi2qrk92djaLFi1i0KBBAPj4+BAYGMiMGTPo3//8Rf1hLqT5BngG+C8X8nvAFdJ8uziVuLqJ4iKDmNA/ju2HT9DjP0k6L6kU0UDgFtKuXhVG9XJsLTpItxZV12H79u0EBwczYMAAmjVrxuDBgzlx4gQZGRmEhZ3/7j2LTfMtIuE48oRcepV+tfTfrkolfpHimjK8JGlTpzJTB8SzL/s03ccu0QmEpYQGAreYTo1C+fcjTVlutxbVtMTqWuTm5pKSksLQoUNZtWoV/v7+JCYmXq5q/rrid4E/2QyiLnM9qcSLc8rwkqRV7Up88ngCJ87k0n1sEhv3H3V3l1QR00DgFtQlJpw3HnRsLfr0x6s0GFCFFhERQUREBAkJCQB0796dlJQUQkJC2Lcv/2Idby7cBogDpovIDqA7MEZEunL19N+uSiWu3KRJRCBfPI0ohEcAACAASURBVNkKLw+hz/hlpB+4+RslqZtHA4Fb1CMtqvFql4b8tCGDx6et1NsEqlBCQ0OpVq0amzY5tqOdN28eDRo0oHPnzkydmn/7nkrYNN/GmJrGmEhjTCTwJfCUMeYbrpDm28WpxJUb1akSwCePJyAi9JmwlN8O622CkkoDgVtY31aRvPlQExZvOUi/Scs4elpXE6iCjRo1ij59+tCkSRNSU1N56aWXGDFiBHPnzs1fPlieC2m+L6uANN8uSSWu3K9WcDk+HpxATm4evcdrnoGSSlMMlwDfr97Hs5+tol5oAFMHxFOpnK+7u6RuYZpiWF1q7Z5seo1fSpC/D58/0YqQ8jd350R1/TTFcClxf5MwxvWLY0vGcR7RZT9KKRdrFF6BqQPjOXTsDH0mLOPQ8TPu7pJyIQ0ESoh29aowbWA8GUfP0H3sEr2fp5RyqebVKzLpsRbsPnKSvhOXk3VSkw6VFBoIlCAJtS4s+3l4bBKbM465u0tKqRIkoVYlxveLY+uB4/SftJxjOi+pRNBAoIRpEhHIZ0+0AqDXuKVs0WBAKeVCt0cFM6ZPc9btPcrAKSs4maNZTm91GgiUQHVDApg+pCWeHkIvXQOslHKxuxuEMLJnM1b+doTBU5M5fVaXL9/KNBAooWoFl+OTx1sC0Hv8UrZrqlCllAvd3ySMfz3SlKRthxn60Upycl2afFLdRBoIlGB1qpTjk8cTOJdn6DVuKXt1DbBSyoW6NYvgH10bs2DTQX736Spyz2kwcCvSQKCEqxsSwEeDHRMIB05ZoZN7lFIu1TuhOq880IAf1+3n91+kcS6vdOSmKUk0ECgFosPKM+bR5qQfOM5TH6dwVqN2pZQLDWhTkz91qs+M1L289v16d3dHXaNCBQIiskNE1ohIqogk27K/isgeW5YqIvfZcm8RmWrrbxCRF53a6SQim0QkXURGOJXXFJFltvwzEfGx5b7273T7eKTTOS/a8k0ico9r/jlKrtujgvlHt0b8suUQf/5mLaUlo6RS6uYYemdtBt1Wk8m/7mDyr9vd3R11DbyuoW47Y8yhS8reMca8fUnZw4CvMaaxiJQF1ovIpzj2Gx8NdMCx3/gKEZlpjFkPvGHbmi4iY4FBOPY/HwQcMcbUEZGetl4PEWkA9AQaAlWBn0SkrjFGp65eRY8W1dmVeYr3F6Tj4SH8rXNDvD11UEgp5Rov3RfN7iMn+ft36wkPLEPHhqHu7pIqhKL4FjCAv4h4AWWAHOAoEA+kG2O2GWNygOlAF7tD2V04djYDmAp0tcdd7N/Yx9vb+l2A6caYM8aY7Tg2K4kvgtdS4vy+Y12evKM2nyzbyaMTlpF5QrODKaVcw9NDeLdHM5qEV+B301eRtivL3V1ShVDYQMAAc0RkpYgMcSofJiKrRWSS3YoUHF/YJ4B9wE7gbbsrWTiOUYF8u21ZJSDLGJN7STnO59jHs239K7V1EREZIiLJIpJ88ODBQr7Ukk1EGHFvfd7p0ZRVu7LoMnoxm/Zr0iGllGuU8fFkQv8WVC7ny6CpyezKPOnuLqkCFDYQuM0Y0xy4F3haRNriGLqvDcTg+NL/l60bD5zDMWRfE/i9iNRyaa8LyRgzzhgTZ4yJCw4OdkcXiq1uzSL4bEhLTp/No8e4JDbsO+ruLqmbJCsri+7du1O/fn2io6NJSkoiMzOTDh065G9DHJUf2ItIHxvsrxGRJSLSNL8dnfOjriQ4wJcpA1qQk3uORycu48BR3QitOCtUIGCM2WN/HwC+BuKNMRnGmHPGmDwce4jnD833Bn40xpy19X8F4oA9QDWnZiNs2WEg0N5KcC7H+Rz7eAVb/0ptqWvQrHpFvnyyFb5eHjw6YZmmIy4lhg8fTqdOndi4cSNpaWlER0eTmJhI+/bt2bJlC8AxIP+LfTtwhzGmMfAqMA5ARDxxzPm5F2gA9LJzd+DCnJ86wBEcc33Aac4P8I6txyVzfjoBY2z76hZWp0oAUwbGc/DYGfpN0k2KirMCAwER8ReRgPxjoCOwVkTCnKp1A9ba45047vnn128JbARW4LjSqGmvEHoCM41j+voCoLs9vz8wwx7PtH9jH59v688EetorjJpAFLD8Wl+8ghqV/Pnk8ZZ42HTEWw9qOuKSLDs7m0WLFjFokOO72cfHh8DAQGbMmEH//vlvNQ5j5+kYY5YYY47Y8qU4gm7QOT+qEJpXr8i4vnFsO3iCXuOXkaEjA8VSYUYEQoDFIpKG48v2e2PMj8CbdrhwNdAOeM7WHw2UE5F1OL78JxtjVtt7/MOA2cAG4HNjzDp7zp+A50UkHcccgIm2fCJQyZY/j71Ksed9DqwHfgSe1hUD1692cDk+GZyAMYbe45fqFsYl2Pbt2wkODmbAgAE0a9aMwYMHc+LECTIyMggLOx/bn8Xxvr/UIGCWPdY5P6pQbouqzIT+cew8fIIHxyzRkcdiqMBAwEb8Te1PQ2PMP2x5X2NMY2NME2NMZ2PMPlt+3BjzsK3bwBjzllNbPxhj6hpjaue34/Qc8caYOvbcM7b8tP27jn18m9M5/7Dt1DPGzELdkKiQAD5+PIGc3Dx6j1+mE3xKqNzcXFJSUhg6dCirVq3C39+fxMTEy1W9KNGEiLTDEQj86Wb083J0zs+tq23dYD57ohU55/J46IMlLN+e6e4uKSe6iFydVz+0PB8OSuDY6bP0nqB7E5REERERREREkJCQAED37t1JSUkhJCSEffv25VfzBg7k/yEiTYAJQBdjzGFbrHN+1DVpFF6Br4a2pnKAL49OWMb3q/cVfJK6KTQQUBdpFF6BjwYnkHXiLL3HL2WPBgMlSmhoKNWqVWPTpk0AzJs3jwYNGtC5c2emTs2/fU8l7DwdEakOfAX0NcZsdmpK5/yoa1YtqCz/fbI1TSIqMOzTFCYt1gyExYGUllSzcXFxJjk52d3duGWk7DxC/0nLKefrxYeDEqhTpZy7u6RcJDU1lcGDB5OTk0OtWrWYPHkyeXl5PPLII+zcuZP09PRjQKQxJlNEJgAPAb/Z03ONMXEANq34u4AnMCn/dp9dLjwdCAJWAY8aY86IiB/wIdAMyAR65t/uE5H/BwwEcoFnC7rdp+/nW9vps+cYPn0Vs9dl8GqXhvRtFenuLpVYIrIy/z17xToaCKgrWb/3KP0mLedcXh5TB8bTJCLQ3V1SN0FhPjjcTd/Pt76z5/IY+tFKftpwgHd7xNC12f/MD1UuUJj3s94aUFfUoGp5vnyyFf6+XvQat5QVO3SCj1LKNbw9PXi/d3Na1arE779IY0aqTgtxFw0E1FVFVvbnv0NbE1LBj/6TlrNs2+GCT1JKqULw8/ZkfP844mpU5NnPUvlw6W8Fn6RcTgMBVaCQ8n5Mf7wlYRX8eGzyCpK2ajCglHKNcr5eTB0Yz131qvDnb9by3rwt5OWVjlvWxYUGAqpQqpT3Y/qQVkRULMOAKcv5YY0u/VFKuYaftydj+8bSNaYq/567mQFTVnDo+Bl3d6vU0EBAFVpwgC+fDmlJ/dDyPPVxCq/MWMuZXE3oqJS6cd6eHrzTI4ZXuzQkadth7h35C4u3HHJ3t0oFDQTUNalczpfPn2jFwDY1mZr0Gw+PTdIshEoplxAR+raKZMbTbahQxpu+k5bxxo8bOXsuz91dK9E0EFDXzMfLg7880ICxj8ay/dAJuo1Zwprd2e7ullKqhIgOK8/MYW3oEVeNDxZu5ZH/6AVHUdJAQF23To1C+fqp1vh6edBjXBILNx0o+CSllCqEsj5eJD7UhFG9mpGecZz7Rv7Cz5t1s6mioIGAuiF1qgTw1VOtqVHJn0FTk/kieVfBJymlVCE90LQqPwy/nYigsjw+NZmf1me4u0sljgYC6oaFlPfj8yda0qpWJV74cjUfLNxKaclYqZQqetWCyvLp4wlEhwXw5EcrddWSi2kgoFwiwM+bSY+14IGmVXnjx4289v0GXQuslHKZwLI+fDg4gabVAnnm01XM1ZEBl9FAQLmMj5cHI3vE8FjrSCYu3s7zn6eSk6uzfZVSrlHez5tpA+NpVLU8wz5JIVnTnruEBgLKpTw8hFceaMAL99Tjm9S9DJ6WzMmcXHd3SylVQvj7ejHpsRZUDSzDwCkr2HbwuLu7dMvTQEC5nIjwdLs6JD7YmMVbDtJ7/DKOnMhxd7eUlZWVRffu3alfvz7R0dEkJSWRmZlJhw4diIqKAogSkYoA4vCeiKSLyGoRaZ7fjoj0F5Et9qe/U3msiKyx57wnImLLg0Rkrq0/tzDPodTlVCrny7SB8ZzOzePjZTvd3Z1bngYCqsj0jK/OB4/Gsn7fUbqPXcKerFPu7pIChg8fTqdOndi4cSNpaWlER0eTmJhI+/bt2bJlC8AxYIStfi8QZX+GAB+A40sdeAVIAOKBV/K/2G2dx53O62TLRwDzjDFRwLyCnkOpq6kWVJa4GhX5NV2zD94oDQRUkbqnYSgfDoznwLEzPDRmCZszjrm7S6VadnY2ixYtYtCgQQD4+PgQGBjIjBkz6N///EX9YaCrPe4CTDMOS4FAEQkD7gHmGmMyjTFHgLlAJ/tYeWPMUuNYOjLtkram2uOphXgOpa6qTZ3KbNx/jLRdWe7uyi2tUIGAiOywQ32pIpJsy/4qIntsWaqI3GfL+ziVpYpInojE2MdcNmR4pWFJVfwk1KrE50+04pwxPDw2iZW/6QQfd9m+fTvBwcEMGDCAZs2aMXjwYE6cOEFGRgZhYee/e88CIfY4HHBODrHbll2tfPdlygFCjDH56772F+I5LiIiQ0QkWUSSDx7UxDIKerSoRnhgGQZNXcFvh0+4uzu3rGsZEWhnjIkxxsQ5lb1jy2KMMT8AGGM+zi8D+gLbjTGptr5LhgwLGJZUxVB0WHm+GtqaimW96Ttxuc72dZPc3FxSUlIYOnQoq1atwt/fn8TExMtVLdK1n3a04JqewxgzzhgTZ4yJCw4OLqKeqVtJ5XK+TB0YT26eof+k5RzWHQuvS1HfGugFTAdw8ZDhZYcli/i1qBtULagsnz/ZitDyfjw2eQWrdh5xd5dKnYiICCIiIkhISACge/fupKSkEBISwr5955O0eAP5+aL3ANWcm7BlVyuPuEw5QEb+kL/9XdBzKFWgOlXKMbF/HPuyTzNwqq5Suh6FDQQMMEdEVorIEKfyYXbIftIVrsh7AJ/aY1cOGRZqKFEVP1UC/Pjk8ZYE+fvQb9Jy1u7RzYpuptDQUKpVq8amTZsAmDdvHg0aNKBz585MnZofi1MJmGGPZwL97G26lkC2fa/OBjqKSEX73u8IzLaPHRWRlvbWX79L2sq/jde/EM+hVKHE1ghiVK9mrNmdxbBPVpGruxVek8IGArcZY5rjGKp/WkTa4himrw3EAPuAfzmfICIJwEljzNpr6dD1DBleid5TLJ5CK/jxyeMJlPfzpvf4pSzbdtjdXSpVRo0aRZ8+fWjSpAmpqam89NJLjBgxgrlz5+YvHywP5N8v+AHYBqQD44GnAIwxmcCrwAr783dbhq0zwZ6zFZhlyxOBDiKyBbi7oOdQ6lp0bBjKq10bMX/jAf727Xp3d+eW4lWYSsaYPfb3ARH5Gog3xizKf1xExgPfXXJaTy6MBkAhhgyNMfsKOWS4B7jzkvKFl+n3OGAcQFxcnOa7LUYiKpblsyda0n/ScvpOXM6/ezTl/5pUdXe3SoWYmBiSk5P/p3zevHkAiMjm/C91G5g/fbl2jDGTgEmXKU8GGl2m/DDQ/jLlV3wOpa5Fn4Qa7Dx8kv8s2kZ8zSAeaKqfKYVR4IiAiPiLSED+MY4hwLWXLO/pBqx1OscDeAQ7PwDAxUOGlx2WvLaXrtwtomJZ/ju0NU2rVWDYJ6sYv2ibblaklLohf7inHrE1KvLiV2vYcUhXEhRGYW4NhACLRSQNWA58b4z5EXjTLgVcDbQDnnM6py2wyxiz7ZK2XDJkWMCwpLqFBJb14cNBCdzfOIx//LCB5z9P08k+Sqnr5u3pwXu9muHpIfzxv6v14qIQpLT8I8XFxZnLDYeq4iEvzzB6QTr//mkz9UICGPtoLJGV/d3drVJJRFZesky42NH3syrIR0t/4+Vv1jK6d3Pub1J681MV5v2smQVVseDhITzTPoopA+LZf/Q0D7y/WLcZVUpdt17x1akfGsA/f9jAiTM6yng1GgioYuWOusF898xt1Kzsz+PTknlr9kbO5TlGrY6dPsua3dnn/1ZKqSvx9BBe69qIfdmneGXmOnd3p1gr1KoBpW6miIpl+fyJVvzt23WMXrCVZdsyEYGUnVmcyzPUDvbnmbui+L8mYXh5aiyrlLq8uMggnm5Xh1Hz02lbN5jOuorgsvRTVBVLft6evP5gE958qAnpB49zJjePJ++oxesPNsbLw4NnP0ulwzuLWLNbExIppa5sePsomlcP5P99tYYN+466uzvFkk4WVLecvDzDnPUZvPrdeg6fOMO7PWLo1Kj0TgZyNZ0sqEqavVmneOiDJeTmGb4a2ppqQWXd3aWbRicLqhLJw0Po1CiUb55uQ3RYeZ78KIXRC9LJ07kDSqnLqBpYhmkD4zl7Lo++E5dxSDcnuogGAuqWFRzgy6ePt6Rz06q8NXsTD41donsXKKUuKyokgIn9W7D/6Gkem7ycY6fPurtLxYYGAuqW5uftycieMfz7kabsyjxJ5/cX89eZ6ziqb3Kl1CVia1Tkg0dj2bjvGE98uJIzuefc3aViQQMBdcsTER5sHsG85++kT0INpibt4K63f+abVXs0q5hS6iLt6lXhrYebsGTrYZ77LFWXI6OBgCpBKpT15tWujZjxdBvCA/149rNU+kzQ+4FKqYt1axbBy/dH88Oa/bwyc22pv2DQQECVOE0iAvnqqTa82rURKTuP0HX0r2zaf8zd3So2IiMjady4MTExMcTFOSYTp6Wl0apVKxo3bgxQR0TKA4iIt4hMtfuKbBCRF/PbEZFOIrJJRNJFZIRTeU0RWWbLPxMRH1vua/9Ot49HOp3zoi3fJCL33JR/CFWqDb69Fk/cUYuPlu5k5Lwt7u6OW2kgoEokTw+hb8safP5EK3Jy83jogyUs2HSg4BNLiQULFpCamnp+O+LBgweTmJjImjVrAI4AL9iqDwO+xpjGQCzwhIhEiognMBq4F2gA9BKRBvacN4B3jDF1bFuDbPkg4Igtf8fWw57XE2gIdALG2PaVKlIjOtXn4dgI3v1pCx8u/c3d3XEbDQRUidYkIpAZw9pQPagsg6asYMqv20v9MODlbN68mbZt2+b/eRR4yB4bwF9EvIAyQI59PB5IN8ZsM8bk4NhyvIvdYvwu4Et7/lSgqz3uYv/GPt7e1u8CTDfGnDHGbMex22h80bxSpS4QEV5/sDF3R1fhLzPW8v3qfe7ukltoIKBKvLAKZfjiyVa0jw7hr9+u588z1nL2XJ67u+U2IkLHjh2JjY1l3LhxADRs2JAZM2bkVwkCqtnjL4ETwD5gJ/C23fI7HNjl1OxuW1YJyDLG5F5SjvM59vFsW/9KbV3a7yEikiwiyQcPHrzOV6/Uxbw8PRjVqzmx1Svy3Gep/Jp+yN1duuk0EFClgr+vF/95NPb8PcEh05LJyS2dwcDixYtJSUlh1qxZjB49mkWLFjFp0iTGjBlDbGwsOD4Xcmz1eOAcUBWoCfxeRGq5o9/GmHHGmDhjTFxwcLA7uqBKqDI+nkzs34Kalf0ZMi251KUu10BAlRoeHsKL90bzj26NWLDpIC98mVYqsxGGhzsutqtUqUK3bt1Yvnw59evXZ86cOaxcuRIgE9hqq/cGfjTGnDXGHAB+BeKAPVwYNQCIsGWHgUB7K8G5HOdz7OMVbP0rtaXUTVOhrDdTB8YTWNaHxyYvZ/uhE+7u0k2jgYAqdfok1OCFe+oxI3Uvr8/a4O7u3FQnTpzg2LFj54/nzJlDo0aNOHDAMZEyLy8PIAwYa0/ZieOePyLiD7QENgIrgCi7QsAHx2S/mcYxAWMB0N2e3x/Iv+cw0/6NfXy+rT8T6GlXFdQEooDlRfDylbqq0Ap+fDgoHgP0nbiMjKOn3d2lm0IDAVUqPXVnbfq3qsH4X7Yz8qctpWYCYUZGBrfddhtNmzYlPj6e+++/n06dOvHpp59St25d6tevD3AWmGxPGQ2UE5F1OL78JxtjVtt7/MOA2cAG4HNjTP6m738CnheRdBxzACba8olAJVv+PDACwJ73ObAe+BF42hijKd+UW9QKLsfkx1qQeSKH/pOWk32q5Gcp1d0HVal1Ls/wwhdpfLVqDw82D+f1Bxvj66Wr1nT3QaXgly0HGThlBTHVApk2MIEyPrfmZ4PuPqjUVXh6CP96pCnP3h3FVyl7eHTCMg5rFkKlFHB7VDDv9Igh+bcjPPnRyhI9uVgDAVWqiQjP3l2XUb2asXp3Nl3H/MqWDM1CqJSC/2tSlde7NebnzQd57vPUEju5uFCBgIjssClGU0Uk2Zb9VUT22LJUEbnPqX4TEUkSkXX2PD9bHmv/TheR92wyEUQkSETmisgW+7uiLRdbL11EVotIc6fn6G/rbxGR/ih1Ax5oWpXpQ1pyKiePB8csYaFmIVRKAT3jqzPi3vp8v3ofYxdtLfiEW9C1jAi0M8bEXHKv4R1bFmOM+QHOLwv6CHjSGNMQuBPH5COAD4DHccwKjsKRThQck4bmGWOigHn2b3CkL82vO8Sej4gEAa8ACTjWOb+SHzwodb2aVa/IjGFtiAgqy0DNQqiUsp5oW4sHmlbl7dmbWLK15CUcKopbAx2B1caYNABjzGFjzDkRCQPKG2OW2iVD07h86tFLU5JOMw5LcaxPDgPuAeYaYzKNMUeAuVwIKpS6buGBZfjyyVbcVV+zECqlHESExAcbU7OyPy98sZrcEvaZUNhAwABzRGSliAxxKh9mh+wnOV2R1wWMiMwWkRQR+aMtD8eROjSfcxrREGNMfpLn/UCI0zmXSz2qKUlVkfH39eI/fWN5oq0jC+HAKSs4errkLyFSSl2Zv68XL94bzZ6sU8xZn+Hu7rhUYQOB24wxzXEM1T8tIm1xDNPXBmJw5CH/l63rBdwG9LG/u4lI+8J2yI4WuGQ8VlOSquvl6SG8eF80bz7UhKSth3lkbBL7sk+5u1tKKTdqV78K1YLKMHFxybptWKhAwBizx/4+AHwNxBtjMowx54wxecB4LuwWthtYZIw5ZIw5CfwANMeRMjTCqVnnNKIZdsgf+zt/ptaVUo9qSlJ1UzzSohqTB7Rg95FTdBu9hPV7j7q7S0opN/H0EIbcXouVvx1h1tr97u6OyxQYCIiIv4gE5B/jmAOwNv+L2+oGrLXHs4HGIlLWThy8A1hvh/6PikhLu1qgH5dPPXppStJ+dvVASyDbtjMb6CgiFe0tiY62TCmXuz0qmC+ebAVAtzG/MvnX7SV2GZFS6up6xVenfmgAr323npM5uQWfcAsozIhACLBYRNJw5P/+3hjzI/CmXQq4GmgHPAdgJ+/9G0c60lQgxRjzvW3rKWACjv3GtwKzbHki0EFEtgB327/BMZqwzdYfb8/HboP6qn2OFcDfbZlSRSI6rDwzn2lD69qV+Nu36+k3abneKlCqFPLy9ODVro3Ym32a9+enu7s7LqEphpW6BsYYPl2+i1e/W4+3p/Bq10Z0ifmfeaq3NE0xrFTBnv8slW9X72X2s22pFVzO3d25Ik0xrJSLiQi9E6oza/jt1K5SjuHTUxk+fRWnz+oeOUqVJiPuq4+flyf/+P7W38FUAwGlrkNkZX++eKIVz3eoy4zUvfSftFyXGCpVilQJ8GPw7bWYt/EAWw8ed3d3bogGAkpdJy9PD37XPoqRPWNY+dsRev5nKQePFf9NiyIjI2ncuDExMTHExTlGDNPS0mjVqhWNGzcGqCMi5fPra8pwpS6vd0J1fDw9mLpkh7u7ckM0EFDqBnWJCWdC/zi2HzpB19G/sm5vtru7VKAFCxaQmppK/n32wYMHk5iYyJo1awCOAC+ApgxX6mqCA3zp1CiUb9P23tIriTQQUMoF7qxXhc+eaEmeMTz0wRK+W73X3V26Jps3b6Zt27b5fx4FHrLHmjJcqau4o24wR06eZeP+W3fXUg0ElHKRJhGBzBjWhoZVKzDsk1W8PXtTsbxKEBE6duxIbGws48aNA6Bhw4bMmJGfvoMgLiTs0pThSl1FmzqVAZi+Yqebe3L9NBBQyoWqBPjxyeMJ9IirxvsL0hnyYXKxm0S4ePFiUlJSmDVrFqNHj2bRokVMmjSJMWPGEBsbC47PhRxbXVOGK3UVoRX8GNAmkmlJv/H96n0Fn1AMaSCglIv5enmS+FBj/t6lIQs2HeSedxYxf2Px2aQkPNxxsV2lShW6devG8uXLqV+/PnPmzGHlypUAmTgSfoGmDFeqQC/eG03z6oH88cu0W3IFgQYCShUBEeH/s3fe4VFV6eP/vOlAEkIJoRs60kukKCJYsBdcV7GBvaHoql91d90FZddVf/YuKipKsQsqKlgQCyC9txBaQkgggZDe5v39cc+ESYMJJDMJOZ/nuc/cee8557535pb3nvOe9x07NJbP7jyVyLBgbnpvGY9/tcHfapGdnU1mZmbJ+rx58+jVqxepqc6z2uVyAbQC3jBVbMhwi+UohAQF8Mo1AwgNDuTOD5fXudDD1hCwWGqQfu2i+OqeYVw9qD1Tf9/Oom1pftUnJSWFYcOG0bdvXwYNGsSFF17Ieeedx8yZM+natSvdu3cHZ1bAu2BDhlss3tI6qgEvjunH1tQsHv1iXZ3KTmhDDFssPiCvsJizn/uFBsGBzL33dIIDa68NbkMMWyzHzos/bOX5H7bw2rUDuKB3q6NXqGFsiGGLpZYQFhzIpIt7sjU1i3d/3+5vdSwWSw0xfmQnerSK5LGv1pOVXzeGCKwhYLH4iLN7xHD2yS144YetNnOhxXKCEhQYwH9H9yI1M59/frGW4lo4hbgs27VGBAAAIABJREFU1hCwWHzIxIt7UuxS/nMCJCqxWCwV0799Ex4c1Y3Zq/bwj8/X1sp4Ip5YQ8Bi8SHtmjbkrhGd+WZNMgs2px69gsViqZOMH9mZCWd25qNlu3nq+03H3I7LpeQWFNeo82FQjbVssVgq5PYzOvLVmj3c+eEK3rx+IMO72uA4FktdxuVSMnILScsu4EBOAenZBXy5Molv1+0F4M1fEugWE0Gj0CBCAgMOl80uKPlMzy4gr6iYsKBAQoMDCDWfZYMU7XjywmrX3xoCFouPCQsOZMatgxn7zp/c/P5SnvlrXy7tVy6irsViqQMsTkhjzJTFRy13/8ery8kCBJo2CqFJw5CSz4IiF9n5RaRlFZBfVFwTKpfDGgIWix9oERHGR7cP5eb3lnLvrFX8sDGViRf3oHl4qL9Vs1gsVaBTdDjdW0awOz2HZuGhNG0UQrNGITQLDyG30MVXqytOQLbq3+cQGRZMQIAcsf09B3M59cmf+N/lvbl6UPuaOARrCFgs/qJxg2Bm3DqE1xds49Wf4/l16z4mXdyTy/rb3gGLpa4QHRHKd/cNr3T7y1f3B2Dbviy+WZPMqz/HM6RjM6IahnjVvjsIWUxkzb0kWEPAYvEjIUEB3Ht2Fy7s05KHP1vLfR+t4ufNqUy+rBeRYcH+Vs9isVQTnaLDmXBWFyac1cXrOjvTspk4Zz1xJzVheJea8yXyataAiOwQkbUiskpElhnZJBFJMrJVInKBkceKSK6H/A2PdgaaduJF5CUToxwRaSoi80Vkq/lsYuRiysWLyBoRGeDR1jhTfquIjMNiqcN0bhHBx7cP5YFzuvL1mmTOf+FXlu2wUXYtlvpKbkEx98xcSYDAC2P6EVSD0Uir0vJIVe1XJlTh80bWT1Xnesi3ecjv8JC/DtwKdDHLeUb+CPCjqnYBfjTfAc73KHubqY+INAUmAoOBQcBEt/FgsdRVAgOEe87qwid3DCUwQLjyzUU8N38LRcUuf6tmsVh8SFGxi3tmrmRtUgbP/LUvbZs0rNH9+SyOgElHGqmqi02O8mnAZWbzpcD7Zv39MvJp6rAYiDLtnAvMV9V0kxRlPoeNCoulTjOgfRO+mTCM0f3b8tKPW7nyzUXsy8z3t1oWi8UHqCr/nrOeHzamMOninozq2bLG9+mtIaDAPBFZLiK3ecjvNl32U8u8kXcQkZUi8ouInG5kbXBym7tJNDKAGJOOFGAvEONRZ3cFdSqTWywnBBFhwTx7ZV9euro/G5MzueKNP9iVluNvtSwWSw3zy5Z9zFiyi9vP6Mi4U2N9sk9vDYFhqjoAp6t+vIgMx+mm7wT0A5KBZ03ZZKC9qvYH7gdmiEiktwqZ3oJqCaEkIreJyDIRWbZv377qaNJi8SmX9G3N9FsHk5FbyF/e+IP1ezKOu83Y2Fh69+5Nv379iItzRvpWr17N0KFD6d27N0DnstesiLQXkSwRedBDdp6IbDY+PI94yDuIyBIj/0hEQow81HyPN9tjPer83cg3i8i5x32QFksd5cPFO2keHsoD53Tz2T69MgRUNcl8pgJfAINUNUVVi1XVhZNbfJApk6+qaWZ9OU6e8q5AEtDWo9m2RgaQYrr83UMI7tirSUC7CupUJi+r9xRVjVPVuOhoG73NUjcZ0L4Jn94xlKAA4YrXF/Hp8sSjVzoKP//8M6tWrcKdyveWW27hySefZO3atQAHgP8rU+U54Fv3FxEJBF7FeTnoAVwtIj3M5qdw/Ic6m7ZuNvKbgQNG/rwph6k3BuiJM8T3mmnfYqlX7M3I46dNqVx1SltCgnyXAeCoexKRRiIS4V4HRgHr3A9uw2hgnSkT7b6IRaQjjqNfgun6PyQiQ8xsgbHAbFN/DuD2/B9XRj7WzB4YAmSYdr4HRolIEzMkMcrILJYTks4tIpg9/jT6tG3Mg5+s5qFPV5NbUH1Rx7Zs2cLw4SVzoQ8Bf3F/EZHLgO3Aeo8qg4B4VU1Q1QJgFnCpubbPBD415cr6/Lh9gT4FzjLlLwVmmZeI7UC8ad9iqVckHsjBpTCoQzOf7tcbkyMG+E1EVgN/At+o6nfA02Yq4BpgJPA3U344sEZEVuFc7Heoqnse1F3A2zgX+jYOv2E8CZwjIluBs813gLlAgin/lqmPaW8ysNQsj3vsw2I5IWkRGcb0WwZz98jOfLI8kb+8/geJB6ruNyAijBo1ioEDBzJlyhQAevbsyezZbvubppgeNxEJBx4GHivTTGV+Os2Ag6paVEZeqo7ZnmHKe+XzY4f6LCc6cuQggzXGUQMKqWoC0LcC+fWVlP8M+KySbcuAXhXI04CzKpArML6StqYCU4+ku8VyohEUGMCD53Zj4ElNmDBrJZe88juvXzuAwR2dN4glCWnMXr2HNlEN6BYTwdk9Ysq18dtvv9GmTRtSU1M555xz6N69O1OnTmXChAlMnjwZnBeEAlN8Ek43f5b46y5lUNUpwBSAuLi42p3X1WI5JpxrrCYzDVaEjSxosdRBRnZvwZfjT+PWacu49u0lTLykJ9cNbs89M1eS6jHV8K4RnXjovO6l6rZp47xst2jRgtGjR/Pnn3/y4IMPMm/ePABEJB3INcUHA1eIyNNAFOASkTxgORX76aThTPMNMm/9nv47bt+eRBEJAhqb8l75/FgsJzpuW9vXVq7vvBEsFku10ik6nC/Hn8bpXZrzry/X8Y8v1pGamc91Q9oz5fqB9G0XxWsLtvHWwoSSOtnZ2WRmZpasz5s3j169epGa6vjnulwugFbAGwCqerqqxqpqLPAC8ISqvoIzJNfFzBAIwXH2m2N68X4GrjC7LOvz4/YFugL4yZSfA4wxswo64PgV/VntP5jFUssJ8JMlYHsELJY6TGRYMG+PO4Vn523mtQXbANiVnsuoni056+QYJsxcyX/nbqRxg2CuPKUdKSkpjB49GoCioiKuueYazjvvPF588UVeffVVd7OFwLtH2q+qFonI3ThOuoHAVFV1OxM+DMwSkf8AK4F3jPwd4AMRiQfScYwHVHW9iHwMbACKgPGq6pv8qxZLLcI9+KY+tgTE12MR/iIuLk7dU6UslhOROav3MGHmSgB2PHkhAIXFLm56bym/bt3PF3edSv/2R4/ELSLLy4QSr3XY69lyIrIm8SCXvPI7b4+Nq9C/51jw5nq2PQIWywnCJX1b06VFOLmFh1+mgwMDeP6qfgz934+Mfu0Pvr5nGL3aNPajlhaLpTLE9AksSkgjLDiQjNzCUsuWlEx+2uQM4zVrFMJPD4ygccPjz1JqDQGL5QTi5Fblg3g2Dw/lnXGn8LePVvHgJ6uZO+F0AgL8OwPAYrGUp33ThnRvGcE7v23nnd+2l9oWFCAUuQ734KdlF5CeU2ANAYvF4h3Du0bz/k2DCAsOtEaAxVJLadwwmG/vPZ0tKVkcNA/5xg2CiQwLpmFIICJCUbGLzLwiXKo0Cw+tlv1aQ8BiqSfYIQGLpfYjInRrGVHp9qDAAJo0CqnWfdrpgxaLxWKx1GOsIWCxWCwWSz3GGgIWi8VisdRjrCFgsVgsFks9xhoCFovFYrHUY6whYLFYLBZLPabehBgWkX3ATj/tvjmw30/79hf2mOsuJ6lqtL+VOBIVXM916bevS7pC3dLX6lqeo17P9cYQ8Ccisqy2x26vbuwxW3xJXfrt65KuULf0tboeG3ZowGKxWCyWeow1BCwWi8ViqcdYQ8A3TPG3An7AHrPFl9Sl374u6Qp1S1+r6zFgfQQsFovFYqnH2B4Bi8VisVjqMdYQsFgsFoulPqOqdimzAFHAp8AmYCMwFJgEJAGrzHKBR/m/A/HAZuBcD/l5RhYPPOIh7wAsMfKPgBAjDzXf48322KPtwx/HDMQCuR7yNzzaGQisNbq+xOHhp6bAfGCr+Wxi5GLKxQNrgAEebY0z5bcC43xxzEZ+j5GtB54+kf7n2rAA3TzOnVXAIeC+I5wjl5pzYxWwDBh2tHOkus7Dqurqsf9TgCLgitqqKzACyPAo/29fntPH8tsanVfhXJu/+ErfY/ht/8+j7DqgGGhaW+8Xfr8p1MYFeB+4xayH4DwwJgEPVlC2B7Da/FkdgG1AoFm2AR1NG6uBHqbOx8AYs/4GcKdZvwvzUAXGAB8daR9+POZYYF0l7fwJDMG5WX0LnG/kT7tPeuAR4CmzfoEpJ6beEiNvCiSYzyZmvUl1He8Rjnkk8AMQauQtTqT/ubYt5vfbC5x0hHMknMMPxz7ApqOdI9V1HlZVV49yPwFzMYZAbdQV56H6dSV1fXpOe6lvFLABaF/m2vSpvt6eBx7lLwZ+8tdv69V16O8bQW1bgMbAdsyNx0M+iYofin8H/u7x/Xuct+mhwPdly+FcvPuBICMvKeeua9aDTDmpbB9+POZYKjAEgFaYm7T5fjXwplnfDLTyKLfZrL8JXO1RZ7PZXlK3onI1eMwfA2efiP9zbVyAUcDvRzpHypQfCmwse355niPVeR4ei644b4rjgfc4bAjUOl2p3BDw+Tntpb53Af/xt77engce5WcAt/rrt/VmsT4C5ekA7APeFZGVIvK2iDQy2+4WkTUiMlVEmhhZG2C3R/1EI6tM3gw4qKpFZeSl2jLbM0z5ytqqLqp6zAAdTNlfROR0D/0TK9EzRlWTzfpeIMajTlV+v+qismPuCpwuIkvMsZ1yjHrWxv+5NjIGmGnWKztHEJHRIrIJ+Aa4yYiP9J9U13lYJV1FpA0wGni9TN1ap6thqIisFpFvRaTnUdqvyXPaG327Ak1EZIGILBeRsX7S19vfFhFpiDMU8JmfdPUKawiUJwgYALyuqv2BbJwun9eBTkA/IBl41m8aVj9VPeZknO65/sD9wAwRifR2Z+qYr1p96h8TlR1zEE737RCccb6PRUT8puUJjIiEAJcAn5TdVvYcUdUvVLU7cBkwuTr2X5XzsAq6vgA8rKqu6tCxkn0ckSrougInDn1f4GXgy+rRtmpUQd8gHH+KC4FzgX+JSFdf6QlVO2cNF+P0HqT7QL1jxhoC5UkEElV1ifn+KY4zToqqFpsL/C1gkNmeBLTzqN/WyCqTpwFRIhJURl6qLbO9sSlfWVvVRZWOWVXzVTXNrC/HGZvqanRqW4meKSLSyhxbKyDVyKv6+1UXFR6zkX+uDn8CLpzkICfC/1zbOB9Yoaop5ntl50gJqroQ6CgiR/tPqus8rKquccAsEdkBXAG8JiKX1UZdVfWQqmaZ9blA8FF+15o6p739bRNxusuzVXU/sBDo62N9q3rOevYelNqvD3T1GmsIlEFV9wK7RaSbEZ0FbHD/2YbROJ6gAHOAMSISKiIdgC44zj9LgS4i0sFYkWOAOcZq/BnnJgGOJ/Fsj7bGmfUrcBxM9Aj78Msxi0i0iASa9Y5GnwTTRXZIRIaYt+ixlRxb2WMeKw5DgAzTzvfAKBFpYoYkRhlZjR4zzlvRSHNsXXEcevZzAvzPtZCrKX2TrPAcEZHO7l4ZERmA4xyVRiXnSDWfh1XSVVU7qGqsqsbiGJd3qeqXtVFXEWnp8bsOwnkepOH7c9orfc3nMBEJMl3ug3Fm+/hSX291RUQaA2d4ynysq/cci2PBib7gdIUvw5ma8yWOl+8HOFN81pg/oJVH+X/ivBVvxnj8GvkFwBaz7Z8e8o7mD4vH6WJye6iHme/xZnvHo+3DH8cM/AVn+s4qnO7Fiz3aicMxGLYBr3DY27sZ8CPONJsfODyVRoBXTfm1QJxHWzeZ3yIeuNFHxxwCfGiOYQVw5on0P9eWBWiE89Bp7CGr7Bx52ON8W0Tp6YMVniPVfB56rWuZY3yP0tMHa5WuwN3md10NLAZO9fU5XdXfFme4boP5ve7zpb7HoOsNwKwKzotad7+wIYYtFovFYqnH2KEBi8VisVjqMdYQsFgsFoulHmMNAYvFYrFY6jHWELBYLBaLpR5jDQGLxWKxWOox1hCwWCwWi6UeYw0BS7UgIneLyDIRyReR9zzkPYz8gFl+EJEeHttFRJ4SkTSzPOUR5KS5iPxu5AdFZJGInOaHw7NY6h0iMkZENopItohsE5NTRESuNPJMEdkgTuREz3p/E5G9InJInBwloR7bYkXkZxHJEZFNInK2r4/LUh5rCFiqiz3Af4CpFcivwInf3xwnMNEsj+234cSP74uTYvZi4HazLQsnCEs0TrCfp4CvPMJwWiyWGkBEzsG53m4EIoDhQII4SZU+xMkxEokT4GeGiLQw9c7FydlxFk6a3o7AYx5NzwRW4gTi+SfwqYhE++KYLJVjDQFLtaCqn6sTSjWtjPygqu5QJ3KVAMVAZ48i44BnVTVRVZNwEhvdYOrmqepmdXIduOs2wTEqLBZLzfEY8LiqLlZVl6ommeuzLU6WvG/V4RuchF2dTL1xwDuqul5VD+AkiLoBSkJ2DwAmqmquqn6GExnxL749NEtZrCFg8QkichDIw8ly9oTHpp44IU7drDYyz7prTN05wNuqWi4ZjcViqR5MHpE4IFpE4kUkUUReEZEGOCG5N4rIJSISaIYF8nHCdEPF13OMiDQz2xJUNbPM9lLXu8X3WEPA4hNUNQona9bdOF2DbsJx8mu7yQDC3X4Cpm4fnG7Ia4Dfal5bS11HRCaJSJKIrDLLBZWU2yEia02ZZR7ypiIyX0S2ms8mHttGmPLrReQXL3QJEZEpIrLFjIvX9jfgGCAYZ0jvdJycHP2BR1W1GJgGzMAxAGYAt6tqtqlb0fUMzvBC2W3u7RE1cAyWKmANAYvPMDeLN4Bp7jFFHD+ASI9ikUCWlkmCYYYJZgKPiEhfnyhsqROYB/N7FWx6XlX7mWXuEZoYacrEecgeAX5U1S44SWUeMfuKAl4DLlHVnsBfvVDxn0CqqnYFegBHNR78TK75fFlVk9VJ+fsccIFx7nsaGIGToOsM4G0R6WfqVHQ9A2RWsM29PROLX7GGgMXXBAANgTbm+3ocR0E3fY2sMoJxHJAslprkUuB9s/4+jkMrOL1Sn6vqLgDPYSoRuU5E/jS9BW+aLnZwHF7/Z8q7zIO11mLG9hMBT2Pcvd4PWKiqy8yxLAWWAG7v/4qu5xRVTTPbOopIRJntR7reLT7AGgKWasHkCA8DAoFAEQkzsnNEpL8ZT4zEebM4gJNHHJxuxvtFpI2ItAYewEnfijg52oeZrtUGIvIwTrflEl8fn6VOcreIrDFT2JpUUkaBeSKyXERu85DHqGqyWd+Lc94BdAWaiMgCU2csgIicDFwFnKaq/XAcW681PQgAk0VkhYh8IiIx1H7eBe4RkRbmt/sb8DWwFDjd3QMgIv1xhg/cPgLTgJvFmTYcBTyKuZ5VdQtOKumJ5v4wGmem0Ge+OyxLhRxr/mK72MVzASbh3FQ9l0k4XaebcLoF9wHfAH086glOV2O6WZ7mcD72M3CciTLNtl+A4f4+VrvUjgXHIFyFk6c93ayvAs7FeXAH4rzs/BeYWkkbbcxnC3OuDTffD5Ypd8B8vgIsxslN3xwnD31XHN+XPR46bDbnf3NzLVxh6t8PfODv386L3zYYZwjkII4h9BIQZrbdbX7zTCABeKBM3fuBFOAQjkER6rEtFliAM/ywGTjb38dqFy254VosFkudRERGADeo6g2VbI8FvlbVXkdpZxKOf8ozIrIZGKGqySLSCligqt1E5BGggapONHXeAb4DWgKtVfXvZdoUHCM4QlVdItIO+E4d/wKLpVZghwYsFssJh3l4uxkNrKugTCP3eLWINAJGeZSbgzMnHvM526zPBoaZYa+GwGCcYa4fgSs8Aus0FZGT1HnT+grHuQ6cQDsbquUgLZZqwkZos1gsJyJPm3FsBXZgolUaP5S3VfUCnOGDL8xM1SBghqp+Z+o/CXwsIjcDO4ErAVR1o4h8hzMm7jJtrTNtP4rjbxAAFALjTd2HgQ9E5AWc4bEba/jYLZYqYYcGLBaLxWKpx9ihAYvFYrFY6jHWELBYLBaLpR5Tb3wEmjdvrrGxsf5Ww2Kp9Sxfvny/qtbqjHD2erZYvMOb67neGAKxsbEsW7bs6AUtlnqOiOz0tw5Hw17PFot3eHM926EBi8VisVjqMdYQsFgsFoulHmMNAYvFYrFY6jHWELBYLBaLpR5jDQGLxWKxWOoxXhkCIrJDRNaaPNvLjGySiCQZ2SoRucDIr/WQrRIRl0fKyoGmnXgReckk5HDH5Z4vIlvNZxMjF1Mu3qQTHeCh0zhTfquIjCuvtcVSO9i+P5t/z17HuqQMf6tisVjqMOnZBZz17AJ6T/y+WtutyvTBkaq6v4zseVV9xlOgqtOB6QAi0hv4UlVXmc2vA7fipA+dC5wHfAs8Avyoqk+a7F6P4MTnPh/oYpbBpv5gEWkKTATicGKJLxeROap6oArHY7H4hO/X72Xaop1MW7STvw5sy//7a19/q2SxWOoQ2/dnc85zv1DkqpmUADUdR+BqYBaUZAOLVNXF5vs04DIcQ+BSDmfneh8nX/XDRj7NZPBaLCJRpp0RwHxVTTdtzccxKmbW8PFYLFUmM6+QAIHIBsFs3HvI3+pYLJY6wvKd6fzl9UWlZA+f1507R3Sq1v14awgoTlYtBd5U1SlGfreIjAWWAQ9U8EZ+Fc7DHKANkOixLdHIAGJUNdms78XJCuaus7uCOpXJSyEitwG3AbRv396Lw7RYqp9DuUW4FA7mFPLvi3r4Wx2LxVLL+WZNMuNnrCgle+nq/lzSt3WN7M9bQ2CYqiaZXNvzRWQTTjf9ZBwjYTLwLHCTu4KIDAZy3Ck6vUVV1Rgcx40xWKYAxMXF2TSLFr+QmVcIQERoEBf1qZkL2WKx1H3e/GUb//t2UynZJ3cM5ZTYpjW6X68MAVVNMp+pIvIFMEhVF7q3i8hbwNdlqo2hdFd9EtDW43tbIwNIEZFWqppsuv5TPeq0q6BOEoeHEtzyBd4ci8Xiaw7lFQEwvGs0IUF2oo7FYjlMsUt59Mt1zPxzV4ksQOCH+8+gY3S4T3Q4qiEgIo2AAFXNNOujgMfdD25TbDSwzqNOAHAlcLpbZh7yh0RkCI6z4FjgZbN5DjAOeNJ8zvaQ3y0is3CcBTNMO98DT7hnFxid/l71w7dYap5ft+4DYGT3Fn7WxGKx1BZyC4q5ddoyfos/7IPfsXkjPrljKM3CQ32qizc9AjHAF2amXxAwQ1W/E5EPzLRABXYAt3vUGQ7sVtWEMm3dBbwHNMBxEvzWyJ8EPhaRm4GdOEYEODMLLgDigRzgRgBVTReRycBSU+5xt+OgxVLbKCx2RqVGdKvVCf0sFosP2JeZz+jXfifxQG6J7Iyu0bx5/UDCggP9otNRDQHzMC8330lVrz9CnQXAkArky4BeFcjTgLMqkCswvpJ9TAWmHkF1i8XvxKdmlaw397GVb7FYag/xqVmc/dwvpWRjh57EpIt7EhAgftLKod6kIbZYfI2qcvP7TqfVhLO6+Fkbi8XiDxYnpDFmyuJSskcvPJlbTu/oJ43KYw0Bi6WG2JKSxc60HAD6t4/yszYWi8WXfLkyifs+WlVK9sZ1AzivVys/aVQ51hCwWGqIb9bsKVkPD7WXmsVyoqOqvPJTPM/O31JK/vldpzKgfZNKavkfe3eyWGoAVeWbtckl31/5KZ7/Xd6b1lEN/KiVxWKpCYqKXTzy+Vo+XX44Zl5YcADz7juD9s0a+lEz77CGgMVSA2xIPsS2fdkl33/Zso/v1+/lxtM6+FEri8VSnWTnF3Hje0v5c/vhSWvdYiL46PYhRDUM8aNmVcMaAhZLNVLsUr5dl8zdM1aW21ZQ5PKDRhaLpbpJPZTHxa/8Rsqh/BLZOT1ieOWa/oQG+WcK4PFgDQFLvcOZlQomNka1kFdYzOcrknjr1wS273d6AgZ1aMrJLSP4cMkuil1KvjUELJY6zea9mZz7wsJSsluGdeAfF5zs9ymAx4M1BCwnPEXFLtbvOcTSHen8uT2dZTsP0DUmnFm3DT3utjNyC/lw8U7e/X0H+7MOvx1cPqANz/61L3dNX0Fss4bsSMuxPQIWSx3lt637ue6dJaVkj13Sk3GnxvpHoWrGGgKWE5a8wmKe+m4TX65M4kCOk/jnpGYNySkoovg483qnZeUzZWEC05fsIiu/iKaNQggMEIpdyrWD2/P4pb0odinr9xyiU3Qj9hzMo6C4fhkCIhKIk5k0SVUvEpEOOGnJmwHLgetVtUBEQoFpwEAgDbhKVXf4SW2LpYRPlu3m/z5dU0r29tg4zu4RU0mNuok1BCwnLK8v2Ma7v+/goj6tOLdnSwZ1aEpMZBjdHv2W3m2ObV5/Zl4hb/26nXd+TSC3sJhO0eEUu5SE/dlENQzm3rO6cMOpsYgIb/+6nV3pOfzzwpNZsesg+YXF1XyEtZ57gY1ApPn+FPC8qs4SkTeAm3GymN4MHFDVziIyxpS7yh8KWyyqynPzt/DyT/Gl5HPuPo0+bU/MeCDWELDUaXal5TB9yU4O5RWhqrhUcSls25fFyl0HAXjlmgGl6rhUCQ2uWhbAvMJiPly8k1d/judATiERYUG0atyAralZNAwJZMKZnblleEciw4IB2HMwl+fmb+Gs7i0Y1SOGfwUF1KseARFpC1wI/Be4XxyHjDOBa0yR94FJOIbApWYd4FPgFRERdTtzWCw+oLDYxYOfrGb2qsPxPyLCgvj23tNp26T2TwE8HqwhYKmTpB7K4+Wf4pn55y5EIKphCAECASIIsCcjD4CTW0WWqudyKYLg8nJooKjYxWcrEnnhh60kZ+RxepfmFBS5WLI9nQbBgTx0XjeuHXQSjRsGl9QpLHbxwMercaky6ZKeiAghQQHkF9YfQwB4AXgIiDDfmwEHVbXIfE8E2pj1NsBuAFUtEpEMU/5wWjZARG4DbgNo3759jSpvqT9k5hVy3Tt/snr3wRJZrzaRTL9lCI0bBB+h5omDNQQsdYqMnELeXLiNqb9vp6hYueqUdkw4qwsxkWGlyqkqeYUuGoRmjRECAAAgAElEQVSUnsqzPS2bgmIXnVocOc+3qvLtur08M28zCfuy6dcuimev7EuxS7n+nT+5elA7Jl3Ss9xUIVVl4pz1LEpI49m/9qVdU+dNonGDYPZ5OBOeyIjIRUCqqi4XkRHV1a6qTgGmAMTFxdneAstxkZyRy4Uv/UZ6dkGJ7ILeLXnhqv6EBFWtx7Cu45UhICI7gEygGChS1TgRmQTcCuwzxf6hqnNN+T7Amzhjgy7gFFXNE5GBHE5DPBe4V1VVRJoCHwGxOCmNr1TVA6Y78UWcVMQ5wA2qusLsYxzwqNn3f1T1/WP8DSx1gGKXMmvpLp75fjMHcwu5pG9r/nZ2V2KbN6qwvIiUMwIA1iVlANC7TeNK97UuKYOJc9azfOcBurQI583rBzKqRwz5RS7OfGYBnVuEM/Hi8kYAwHt/7GDGkl3cOaITfxnYtkTep20Un61I5KvVe7i4b+uqHn5d4zTgEhG5AAjDuQ+8CESJSJDpFWgLJJnySUA7IFFEgoDGOE6DFku1s35PBhe+9Fsp2Z0jOvHQud2qdUpxXaIqPQIjVXV/GdnzqvqMp8BcyB/ieASvFpFmQKHZ/DqO8bAExxA4D/gWeAT4UVWfFJFHzPeHgfOBLmYZbOoPNobDRCAOUGC5iMxR1QNVOB5LHWHpjnQmzl7PhuRDDO7QlH9f3IOerSt/kB+JNYkZhAYF0KWCHoGDOQU8M28zM5bsoknDEJ76S2+uGNiOQDM/+MPFO9mTkceMWwZXmDf8582pTP56A6N6xPB/o7qV2hafmklBkYt7Zq6kU3Q4PVpHlqt/oqCqfwf+DmB6BB5U1WtF5BPgCpyZA+OA2abKHPN9kdn+k/UPsFQ3CzancsO7S0vJnhjdm2sG22GmmhgaGAWsUdXVAKqaBiAirYBIVV1svk8DLsMxBC4FRpj67wMLcAyBS4Fp5qawWESiTDsjgPmqmm7amo9jVMysgeOx+Im0rHz+881GvliZRKvGYbxyTX8u7N3quKz2TXsP0b1lBEGBpbv+Nuw5xHXvLCEjt5Bxp8Zy39ldS40Pbkw+xLPztjC8azSndm5ert0tKZncM2Ml3VtG8vxV/UoFF3njl20s3eHYqDNuGXxCGwFH4WFgloj8B1gJvGPk7wAfiEg8kA6M8ZN+lhOQGUt28Y8v1paSvXfjKYzo1sJPGtU+vDUEFJgnIgq8acbqAO4WkbE4c4UfMG/kXQEVke+BaGCWqj6N4xCU6NGmp7NQjKq6M7TsBdyTNEuciMrUqUxeCutcVDdRVWav2sNjX60nK7+I8SM7MX5kZxqGHL/dWlSshJZ5m089lMfN7y8lNCiAr+8ZVs7B8GBOAbd9sIzIBkE8c0Wfcm2mZeVz8/tLaRASyNvj4mhUJtNgmBlv/OORM+td0iFVXYBj2KOqCcCgCsrkAX/1qWKWExpV5anvNvPGL9tKyb+ZMOyYexNPZLy9sw5T1SQRaQHMF5FNON30k3GMhMnAs8BNps1hwCk44/o/ishyIMObHRmfgWrpFrTORXWPPQdz+ecXa/l58z76tYvi6Sv60DUm4ugVK2D5zgMsTkjjrhGdSvUieAYTyiko4ub3l3Eot5BP7ji1nBFQ7FLumbmSlIx8Zt0+hBZlnBLzi4q548PlpB7K56Pbh1b4oL/htA7cYJMNWSw1TkGRi/s+WsnctXtLZM0ahfD1hGG0aly/jPCq4JUhoKpJ5jNVRL4ABqlqScBlEXkL+Np8TQQWuv0JRGQuMADHb6CtR7OezkIpItJKVZNN13+qkbudiMrWSeLwUIJbvsCbY7HUXtYkHuTat5dQVKz866Ie3HBqbMn4fFUoLHbx8o9beeXneFwKl/ZrTdsmDVFVNu3N5PxeLQFnKuHfPlrF+j0ZvD0urlyXvary2Ffr+XXrfp68vHe5fOKqyvjpK1m64wAvX92ffu1OzGAjFkttJyO3kGveWsz6PYdKZP3bRzHtpkFEhNWPKYDHw1ENARFpBASoaqZZHwU87n5wm2KjgXVm/XvgIRFpCBQAZ+A4FSaLyCERGYLjLDgWeNnUcTsLPUl5J6K7RWQWjrNghmnne+AJEXHfmUdhnJMsdZMtKZmMnfonUQ2DmX7zkGPO4e100y9j1e6DdG4RTnxqVkmM/+37s8nILSx5YD/1/Sa+X5/Cvy/qwZndy4cMfW7+FqYt2smtp3dgzKDyQ0sjnlnAzrQcAKb+vp3f4/fTJSaCrjHhdIuJIDoitN56IVssviDxQA7nv/ArmflFJbLR/dvw9BV9CA6sX1MAjwdvegRigC/MDS0ImKGq34nIByLSD2doYAdwO4CZ9vccsNRsm6uq35i27uLw9MFvzQKOAfCxiNwM7ASuNPK5OFMH43GGGW40+0gXkclmHwCPux0HLXWPXWk5XPf2EkICA47LCDiUV8i4d/9ka0oWr1zTnwAR7pq+oiSi3yoTMKRf+yg+XLyTN39J4PohJ3HjabGl2il2KU99t4kpCxMYc0o7/nHByRXur5HxWbhuSHviU7OYtyGFWUsPu640bhBMt5gIusSE0zUmgq4xEXRrGUHTRnUnT7nFUhtZm5jBxa+UngI44awu/O3sLtb4PgaOaggYB5++FcivP0KdD3GGAsrKlwG9KpCnAWdVIFdgfCX7mApMPZLultqPqnL7h8spKHbx0W1Dj9kIcLmU26YtY1NyJm+NjWNk9xb8sCEFoKRHYN76FCLCgpi3PoXn5m9hZLdoJl7co9SNI6egiHtnrWL+hhSuH3JSSWTAiphz92kEBkip7fuz8tmyN5MtKZlsSc1iy95Mvlq9h0N5zhtLYIDw+Z2n0tcOI1gsVeaHDSncMm1ZKdnTV/Thyrh2ldSweIONLGjxKws273Om5v21L91aHptTIMC8DXtZnJDOf0f3YmR3Z1qQOzpYQZGLdUkZfLfecSB6bv4WLuvXmqev6FtqGuHWlEzGz1hBfGoWky7ucVQHv7JTEAGah4fSvHNoqSmGqkpqZj6v/BTPB4t3EllPwpZaLNXFe79vZ9JXG0rJpt8ymNMqmMprqTrWELD4lTcXbqNV4zAu6Xfs0fZcLuWFH7bSsXkjxpxyeCzf0xBYm3R40sqdIzrxf6O6lZrr/8my3fxr9jrCQ4N478ZBDO8afcz6lEVEiIkMIzUzjzZRDYg9xl4Pi6U+4XIp//lmI1N/315K/v19w4/rpcFSHmsIWPzGlyuTWJyQzqMXnnxcjj0LtqSyaW8mz1/Vt9QsA7chkF/sKskodvmANjx8XveSMgVFLh77aj3Tl+xiaMdmvDimX7kpgtWBqrJoWxrn9zq+gEgWy4lOXmExd89YwQ8bU0tkrRqHMXv8aTVybVqsIWDxE0t3pPPQp2sY3KEpY4fGHldbny5PpFmjEC7qU7pXIcQYF6t2HSxxFJxwZpeS7SmH8rhr+gqW7zzAHWd04v/O7XZM0xW9QURQpcL8BxaLBQ5kF3Dlm4vYmppVIhvUoSnv3nBKuSBdlurF/roWn7MzLZvbpi2jbZMGvHn9wOPK9HUor5AfNqZyzaD25XoVQk27r5eJLgawbEc6d05fQXZ+Ea9eM4AL+7Q6Zh28pXVUA5IO5tb4fiyWusTOtGxGPb+Q/KLDabqvjGvLE6N7V+iHY6l+rCFg8Sl5hcXcNX0FLoWpN5xCVMPjm0q3ZncGBUUuzj65fBwAt4Hx0LndiGoYQm5BEZl5RUycvY7pS3bRtkkDPrx5sM/GG1tHhbHHGgIWCwArdh3g8tf+KCV7cFRXxo/sbIfPfIw1BCw+5Ym5G1m/5xBvj42rNIVwVdiamglA15jy2QRLfASKXGTkFhqHwPWEBAVwSb/WTLy4Z6nEQjVN66gGJUMUFkt95bt1ydzx4YpSshfH9OPSfuXSxVh8hDUELD7jmzXJJZH6zu5R/g3+WIhPzSIyLIjoiNBS8sJiFwu37APg/32/GYC+bRsz+dKeXNK3DY0b+n4KX5smDTiQU0hOQVG1JFA6GnsO5rJ0RzqRDYI5o0t0qVkSFouvefvXBP7zzcZSslm3DWFIx2Z+0sjixhoCFp+wMy2bhz9bQ//2UTzk4bV/vMSnZtG5RbhxxlM2p2Ty6bJEvlyVxP6sAgBE4Lt7/T/lqHkjx1hJzy7wiSHw6Jfr+GmT43n960MjadfUTlu0+BaXS5k4Zz0fLN5ZSv7D/WfQuUX5XjyLf7CGgKXGyS8qZvyMFQQGCC9f3b9aY4Cv3H2QBsGB/OOLtSzcso/EA7kEBQhnndyCy/q14c7pK3hwVDe/GwEAocGH4xr4gk3JTgKWNlENaNvEZl6z+I68wmJu+2B5Sa8cQPumDfnszlPL9d5Z/I81BCw1zv/mbmJd0iHeGhtH2ybH91Za7FLWJmWwcMs+5qzeQ0GRi4IiF7NXJnFq5+bcfkYnLujVkmbhoTgRqinljexP3NMZfaFPdn4RezLyALiwj41dYPENaVn5/OX1P9hhknEBDOvcnLfGxtmps7UYawhYapzPViRySd/WnHOMfgF7M/JYuHUfC7fs47f4/RzMKSy1/Y4zOvHAqK7lehpEhJDAAJ+9gR8NX/YIFBYf3sdFPpgaaanfbNuXxVnP/lJKdu3g9jx+aa8ai81hqT68MgREZAeQCRQDRaoaJyKTgFsBd9/PP1R1rojEAhuBzUa+WFXvMO0M5HD2wbnAvaqqItIU+AiIxclkeKXJYijAizgZCHOAG1R1hWlrHPCo2cd/VPX9qh++xRcEBghRVXDO25eZz+KENBYlpLFoWxrb92cDEB0RylndYxjetTnDOjdnxpJdPDt/C9cNKR9DwE1IUO0xBEICnTeiguKa18czNkPvNo1rfH+W+smf29O58s1FpWSPnN+dO87o5CeNLMdCVXoERqrq/jKy51X1mQrKblPVfhXIX8cxHpbgGALn4aQifgT4UVWfFJFHzPeHgfOBLmYZbOoPNobDRCAOJ9XxchGZo6oHqnA8Fh+QlpVPcbEe8WGcnl3AEo8HvzuyWHhoEIM6NOWaQe0Z1qU53VtGlHRxp2XlM2VhAmef3OKIww0hQQEUFBdX70EdIyXTGQtr3hDwnKaYU1BsI7NZqpU5q/cwYebKUrJXrulfLrqnpW7gs7uDiLQCIlV1sfk+DbgMxxC4FBhhir4PLMAxBC4Fppl0xItFJMq0MwKYr6rppq35OEbFTF8dj+XoFBS5uPbtJRQUu0oi97lcyq70HNbvOcSyneks2pbGpr2ZJXWGd43m8gFtGdqpGb1aR1YaWezln+LJKSzmkfNPPqIO4aFBHCgzlOAv3JEOa9ow2XMwl3tmHL5Jv/jjVv5xwZF/J4vFG15bEM/T320uJfv0jqHExTb1k0aW6sBbQ0CBeSKiwJuqOsXI7xaRscAy4AGPN/IOIrISOAQ8qqq/Am2ARI82E40MIEZVk836XsA9mNwG2F1BncrkllrEmsSDbNqbyYV9WvHjxlRe+nErG5MzycovqrB8WHAA791wylHnuxcWu/hyVRIX9m511ClIvdpEsrqWBPHxRY9AflExd05fQX6Rix/uP4PXFsTz3u87uP+croQFW2ctS9Updin//GIts5YevuUGBQjz7z+DDtUQFMzif7w1BIapapKItADmi8gmnG76yThGwmTgWeAmIBlor6ppxifgSxHp6a1CxmdAq3QUlSAitwG3AbRv3/4opS3VjdtL+Js1yTQMCeTkVpFcPqANHZo34q2FCSVe7S0jwyhyKcGB4lXQm8UJaRzMKfTKCa5/uybMXbuX/Vn5NA/377SlnAKnJ6AmH8iPfbWB1bsP8sZ1A+jcIpxze7bk8xVJrN+TwcCT7FubxXtyCoq4+b1lLEpIK5F1im7EJ3ecStNGxxca3FK78MoQUNUk85kqIl8Ag1R1oXu7iLwFfG3K5AP5Zn25iGwDugJJQFuPZtsaGUCKiLRS1WTT9e/OP5kEtKugThKHhxLc8gUV6D0FmAIQFxdXLcaFxXt6tIpk1m1DiI4IJbZZoxLv4Zd+3MqejDxuGdaBi/q2pk+bxlz48m+0jPTuQf3jxlQaBAcyvGv0UcvmFBQjAg1qwdvw7nRnSlVNBfb5eOluZizZxR1ndOK8Xo6RNKB9EwD+3H7AGgIWr0jNzGP0q3+USpB1ZvcWvHbtANurdIJy1MguItJIRCLc68AoYJ15YLsZDawzZaJFJNCsd8Rx9EswXf+HRGSImQ0wFpht6s8Bxpn1cWXkY8VhCJBh2vkeGCUiTUSkidHp+2P7CSw1hYgwpGMzOkWHlxgBqZl5vPHLNs7v1ZJHL+pBv3ZRFKsSn5pJt5aRXrW7NTWTri0jvLopbUjOoEOzRrXCWW6XMQRqIrjPsh3pPPrlOoZ1bs6Do7qWyKMjQunbLoovVyaVxFWwWCpia0omsY98w6D//lhiBNxwaiwJT1zA1BtOsUbACYw3d8cY4AvjrR0EzFDV70TkAxHphzM0sAO43ZQfDjwuIoWAC7jD7dQH3MXh6YPfmgXgSeBjEbkZ2AlcaeRzcaYOxuNMH7wRQFXTRWQysNSUe9xjH5ZaSn5RMRNmrqSw2MXDHmGGE/ZlU1isnNzKu+h/O/bncEpsE6/KHswppHktiWQWn5pFm6gG1X5DTc7I5fYPltOmSQNevWZAOQfLq+La8Y8v1rI6MYN+7aKqdd+Wus8f2/ZzzVtLSsn+fVEPbhrWwU8aWXzNUQ0BVU0A+lYgv76S8p8Bn1WybRnQqwJ5GnBWBXIFxlfS1lRg6pF0t9QeXC7l/o9XszghnRfH9CuVeXDBZmckyJuHVF5hMXsycolt3vaoZcFx0MvMq9g50dds3ptJ9xoIdTx/Qwpp2QVMu3lQhcmULurbiklfrWfu2mRrCFhK+HxFIvd/vLqU7M3rB3Juz5Z+0sjiL/zfX2o54VFVJn+zgW/WJPOPC7qXSzf6xcok+rWL4qRmR/dA3pWegypeeysXu5TaEF23oMjlRF87uUW1t+0edomuxBkyMiyYXq0jWbnLhtmo76gqL/64lRd+2FpK/uX406yRWI+xhoClxpmyMIF3f9/BTad14NbTO5balpyRy6a9mTx6oXfz3N1RBmO9MBpUlc17M2vk4VtVtu3LosilNZL8qNjljP0fyQOgf/smfLh4J4XFrmpN+mSpGxQVu3joszV8viKpRNYoJJDv7htus1JarCFgqVk+X5HI/77dxEV9WvHohSeXS37jfohFhnkXgniH2xDwokfgQE4hadkFXjsh1iRfr9kDQM/W1a/L5r2ZRIQF0aICX4j8omJOf+pn2jRpQH6Ri817M+llQw7XG7Lyixg39U+W7zzcG9S9ZQSzbhtCVEM7BdDiYA0BS42xavdBHv5sDUM7NuPZK/tWGCOgJCOfl/H3d6Rl07RRCI0bHN1wcHvJB/k56cnPm1N5bcE2Lh/Qhk7R1ZuDvaDIxe/x++nZOrKckaWq/PWNRaRmHo6hsHLXAWsI1AP2ZuRx0cu/sT8rv0R2bs8YXrq6P6FB1vvfUhprCFhqhIzcQu6esYIWEWG8ft2ASm8++8yNKsqLBzs4QwOxzbzrynR757vn7/uD3ek53DdrFd1iIvjvZb2rPR3w278lsCMth39d1KPctld+imdNYgYA024exDnP/cKG5Mxy5aobEQkDFgKhOPeYT1V1ooi8B5wBZJiiN6jqqiMlF7NUjY3Jhzj/xV9LyW4b3pG/n9/dpqK2VIo1BCzVTlGxiwc+XsXejDw+vmPoEbsgt6Y4CYa8HTvflZbD4I7NvCrbKDSIi/q0Yurv2zmzewtO7dzcq3rVRV5hMXdNX4FLlTeuG1jt+dh/2pTCSz9u5dyeMZx1cukUz1n5RTw7fwsAF/dtTfPwUCLCgskt8MkMinzgTFXNEpFg4DcRcU8V/j9V/bRM+QqTi/lC0ROFhVv2MXbqn6Vkky/tyfVDY/2jkKVOYQ0BS7XicikPfbaGHzam8vilPUsi21XGlpRMggLEK+e/giIXyYfyquTc9ORf+rBpbyb3zFzJV/cMo3VU9QfzqYzHvtrA2qQM3hob55VPg7e4XMrLP8Xzwo9bOLllJJMvLTcjF5dH8KDbhzsOmqFBAT5JgWym/WaZr8FmOZIvY4XJxTzyj1gq4aOlu3j4s7WlZFNviOPM7jGV1LBYymMNAUu1oao8/vUGPl+RxN/O7spYL95GtqRk0aF5o5KEPEci6WAuqtCuCpH5wkODeOO6gVz26u9c8spvdIwOJyYyjJiIUGIiw2gR6Xw6SygNQ6rnkvhk2W5m/rmLu0Z04pwe1XdTPpRXyP0freaHjSmM7t+GJ0b3rrCnIcCjG9jtExAaHOCTFMgAJrrocqAz8KqqLhGRO4H/isi/gR+BR0xI8sqSiCWXadPmDsG5zp6Zt5lXf95WSv71PcOs/4flmLCGgKXa+HlzKu/9sYObh3VgwlmdvaqzNTWTXq29u3m5x/rbV3G6U+cW4bw9Lo4PF+8k9VA+axIPknIoj7wKHooRoUGljIMWEaG0MEbCSU0b0TH66OGK1+/J4NEv13Fqp2bcf07XI5atCvGpWdz2wTJ2puUw8eIe3HBqbKXjvl+sSCwnCwkMIL/IN4aAqhYD/UQkCicyaS/g7zjZRUNwcoA8DDxehTbrde6QwmIXf/toFV+vOWwfNW4QzNx7T6eND3u6LCce1hCwVAtFxS6emLuJDs0b8YiXjkm5BcXsSs9hdH/vMki7Y/W399JZ0JMhHZsxxMO3QFU5lFfEvsw8Ug7lk3Lo8GeqkS3dkU5qZj4FZR6eMZGhdGweTsfoRnSMdj47NQ+nTZMGZOUVceeHK2jSMISXru5fLtzvsTJ3bTIPfbqGsOAApt8yuNSxlEVV+dfs9eXk+UUuwoJ9+/xU1YMi8jNwnqo+41ZFRN4FHjTfK0suZsHpBbru7SUljp8Afdo25sNbBns97dZiORLWELBUC2/9up341CzevH6g1wFrtu3LQhW6xnjnKLj7QA4hgQHERIQdj6qAkxCpcYNgGjcIpnOLyvevqmTkFpKckceO/dkk7M9m274sEvZl89XqPRzyCF8cEnh4DH5Ix6Ys2LyPTsZY8Ga6Y0Vk5Rfx2Jz1fLI8kX7tonj9ugG0anzkt7+FW/eXrLsDNe1Ky2H9nkM8dF63Y9KjKohINFBojIAGwDnAUx4ZRgW4DJOoDCe52N0iMgvHSTDD+gc4Q2EXvPgrGbmFJbKL+rTi+av62aBQlmrFGgKW4+bHjSk8/f0mzu/VklFVGA/PKywGvJ/nvzs9h7ZNGlQYj6CmEBGiGoYQ1TCEk1uVDgakqqRlF5CwL5uEfVk88vlhp61lOw6wOOFwHqyGIYE0Dw+leXiI8xkRSvPwUKI9vjduEMy21CyahYdSWOxi1e6DfLR0N4kHcrh7ZGfuPbuLVw+AKQsPjx2POzUWgNmrnBfssuGda4hWwPvGTyAA+FhVvxaRn4yRIMAq4A5TvsLkYvWVdUkZXPTyb6Vk40d24sFR3ewUQEuNYA0By3ERn5rJhJkr6dk6kmev7FulG1WvNo0JCQrgp02pnNm9xVG70Xen59K2FoVDFRHzcHce3AECF/VpzYtj+lHkUnal55CwL5vt+7PYm5HP/ixn2ZGWzbKdBziQU8DRMgN3bxnBR7cP5ZTYpl7ptC4pg9/j0wDo3aZxieGwOvEgXWPCfTKWrKprgP4VyM+spHylycXqEz9vSuXG95aWkj15eW/GDKq/jpEW3+CVISAiO4BMoBgoUtU4EZkE3ArsM8X+oapzPeq0BzYAk9xjgyJyHk7gkEDgbVV90sg7ALOAZjiexteraoGIhALTgIFAGnCVqu4wdf4O3Gx0mqCq3x/jb2A5RnILnHnyYcGBvDU2rsoe92HBgYzsFs2spbv5fv1ezu3Zkgt6t2Jop2bl3nxVnQdrn7a1zys6OSOXe2aupFN0OP+73AkaFBwodIoON5EEK+4lKSp2kZ5dwL6sfPZnFXAwp4D2TRtyMLeQQBH6to2qMJtgZRS7lKe+21Ty/a2xcSXrCfuz6XqEIRCL//hg8U7+9eW6UrL3bxrEGV2j/aSRpb5RlTv3SFXdX0b2vIcDUFmeA9xBRNzTiV7FGS9MBJaKyBxV3QA8ZdqaJSJv4DzgXzefB1S1s4iMMeWuEpEewBigJ9Aa+EFEuhpPZYsPUFX+PXsdW1OzmHbToKOOW1fGi2P688uWfcxdm8xXq/cwa+lumjYK4ZK+rbliYNuS0Ln7swrIyC2s9hC9x0tBkYu7pq8gv7CYN64feNQZBZ4EBQbQIjKMFpHH7/MA8MTcjfxq/AN6tYmkZeMwtqZk8sYvCWzfn81FvVtVy34sx4+q8r9vNzFlYUIp+bf3nl5uCMpiqWlqZGhARC4DtgPZHuJBQLyqJpgys4BLRWQjcCZwjSn3PjAJxxC41KwDfAq8YhyNLgVmmTnI20Uk3rS/qCaOx1IaVeWJuRv5ZHkiE87szOldjv3NJSw4kHN7tuTcni3JKyzmly37mLNqDzOW7OK9P3bQvWUE95zZpcTZzlvHQl/x3282sHLXQV67doBfjZTZq5J457ftnBLbhKU7DtApOpxb3l/GDxtTaBAcyLihsdwyvOPRG7LUKPlFxUyYuZLv16eUyKIjQvnq7mG0bFw9BqHFUlW8NQQUmCciCrxp5vOC4+k7FlgGPKCqB0QkHGd+8Dkcnh4EFQcNGYwzHHBQVYs85G3K1lHVIhHJMOXbAIvLtOUTL6j6jsul/Gv2OqYv2cW4oSdx39nVN0/e0yg4mFPAV2uSmb54J+NnOGHnI0KD6F2LAqbMXpXE+4t2csuwDlzgx7ftA9kFPPbVBqIaBrN0xwGj2x6iGgZz71ldGHdqLE0b2Uxz/iQjp5Crpixi097DuR4GntSE928aRHgVepEslprA2zNwmKomiUgLYL6IbMJ5Y5+MYyRMBp4FbsJ5g3/exBmvAZW9x0Yiq36emLuR6Ut2ceeITjx0bs15MTQcT88AACAASURBVEc1DOH6ISdxYe9WDJg8H4DnrupXpTHzmmTz3kwe+Wwtg2Kb8vD53f2mh6oy+ZsNpGcXlJJPvLgHV53SrtoiJVqOjd3pOYx6fiG5hYdHLS8f0Ian/9Kn2mJMWCzHi1d3CVVNMp+pIvIFMEhVF7q3i8hbwNfm62DgChF5GogCXCKSh+MEWFHQkDQgSkSCTK+AZzARd6CRRBEJAhqb8l4FIKnvkcj+P3vnHR5VsTbw3+xuCgkhoSWEBEgIoXdCBwFBRKKCvSIqKqjo9dPrtV71iiXXa7l6LYiCIorYQFFRwULvoXfSIA3Se93d+f44Z5cEEtKzm2R+z5Nnz75nZs67SfbMe2beUt+s2HmajzfHcueYIJ6Y1jiT36dbYu3HZ3KKGuWaVZFbVMr9n0fS2t3Eu7cOcWhM95vrTrByz7l//X9M68W947urOHMHsy8+i5nvbSkne2RKKH+bHKpCABVOR5WGgBDCEzBIKXP146nAi+cVBbkGPTmIlHJ8mb4vAHlSynf1iTxUjxBIRHP2u1VKKfXMY9ejRQ7MBn7Qh1itv9+mn/9Tb78aWC6EeBPNWTAUKF96S1GvbItO59nvD3FJz472JDUNzY/7k3jnzyhuGBbIiZQ8Pt4Uw60jumJsxDwC5yOl5PFvDnAqo4Dl94ysN0e/2vDZtjj+92cUNw/vYo9WUDiWtYfPcN+yyHKyN24YxHXDAh2kkUJRNdVZEfBDyxVua79cSvmrEGKZEGIw2tZAHDD3YoPoe/zzgd/QwgeXSClteVCfAFYIIV4C9gKLdfliYJnuDJiBZjwgpTwshPgaLTzRDDyoIgYajri0fO7/IpKgDp68e2v9pc29GAcTsvn7N/sJ69aWl67pz4/7k/n7N/s5nJTNwECfBr9+ZXy8KZZfD5/hmel9ql0OuSGIzyjglTVHmdSrIy9fo4wAR7Nkcywv/nSknGz5PSMbvfS1QlEbqjQEdC//QRXIZ1Wj7wvnvV+DlkWsomuMqEBeBNxQydgvAy9XpYOibmQXljJnqZbkZPHssEbJbZ6eV8y9n+2mQ2s3Fs4ahpvJSFaBtgfemGWEz2dHTDoRv2oZFO8ZH+wwPaSUPL/6MAYhePmaAQ5dIWnJWK1atc1Pt8aVk6/7v0sIdbLoFoXiYihPIkWlmC1W5i/fw6n0Aj6/ZyTd2ns2ynU3R6VxJqeId28dQjsPV34+kMynW+Pw93anQ2u3RtHhfFJyipj/5V66tfPgtesHOvQJ/L2/ovjzWArPXdnXoYZRS6Wo1ML9n0fy1/FUuyzApxWrHhyDbz3UwVAoGhtlCCgq5aWftQQ1/75uwEWr3dU3Ph5aqNv85Xtp5XKAwlILob6t+deMfo2mQ1lKLVYeXL6HvCIzX9wzEi8HVnz79VAyr689wczBnblrbJDD9GiJZOSXcMPCrUSnnkuPMrp7exbfWfOsmgqFM6H+exUV8uP+JD7dGsfdY4O5aXjjhl5eEtqB1fPHsj8hm+NnchjSpS0zhwQ4bAn8378cY1dcJm/fPNihCY1+O3yGh7/cx+AuPkRc59hViZZEbFo+l725AbP1XODRzcO7qG0ZRbNBGQKKC4hNy+eplQcZ2tWHp6Y3foy8EIKBgT4OdQq0seZgMh9vjmX26G6NVbmvQn7Yl8ijX+9nQIA3S+8agbuL0WG6tBQiT2Vw3Qflk5X+Y1ovHpjYw0EaKRQNgzIEFOXILSpl3rJITEbB/24d2qLj0aNS8nj8m/0M6erDM+F9HabHX8dS+L+v9jE8qB2L7xyuMtE1MD8fSLZns7Tx9s2DHWoIKhQNibqjKOxYrJK/rdhHVGoeS+8a0Sgla52V/GIz938eiZuLkfdvG4qryTEG0YmzuTz05V76+Lfhk7uGq73oBuTDDdG8+suxcrKv545mRHD1SkArFE0VdVdR2PlgveaNvmBmf8aFttz4ZyklT608SHRqHsvmjKx1ZcW6UlRq4b7Pdte6zLOiaix67YzlO07bZULA749OcLpKlwpFQ6HuLE6IxSopMVtp5dp4+8ApOUW8vz6aaf06MWtUt0a7rjOydGscq/cn8fjlvRjrwIQw7/4ZRVy6lsFQhQnWL4UlFu79bDebo85VVg9q78G3949xWIiqQuEolCHgZOyMzeDZ7w+SU2hm0xOTGm2P/q3fT1JqsTrEOdCZiDyVyUs/H2VKH1/unxDiMD0OJ2Xz4cZorh0SoLLT1SNpecVc8/4W4jMK7bLxoR1YNCusUQ1vhcKZUIaAk5BdWMqCn47wbWQCrd1M5BWb2RWb0WiTwI6YdCb28m20pEHOSFpeMQ9+sYfOPq1448bBGBwUGpaSW8S9S3fT3tONZxqprkNzJyoljylvbignmzWqG/+6up/D/s4KhbOgDAEnIDYtnzlLd3E6vYB5E0K4Z3wwE177i893nGo0Q8DFaKAl3w/NFisPLd9LZkEJKx8Yg3crxyQNKrVYmbcskoyCEr6dN4b2apm6TuyISeemRdvLyZ6e3pv7LnHcao9C4WwoQ8DBbD6ZxoPL92AQ8Pk9I+0Z/OaMC+adP6M4nJRNv87eDaqDlJL8EjOyBRdqfnPdCbbFpPOf6wc2+O/7YnyyJZY9p7N455Yh9A9wnB5NnaAnf6703CtrjvHKmmOVnlcomgpxEeH1Mk7LDRJ3MFar5KONMcz+ZCed2rizev64cml8Z48JAjRDoaHZGZtBQmYhU/r6Nfi1nJG1h8/w/vpobhnRlRvCujhMj8SsQt5ad5Ipffy4elBnh+mhUChaFtVaERBCxAG5gAUwSynDhBAvAPcCtsobT0sp1wghRgCLbF2BF6SUq/RxpgFvo5Uh/lhKGaHLg4EVQHsgEpglpSwRQrgBnwHDgHTgJillnN7nKWCOrtPDUsrfavtLaGxSc4t57Jv9bDyRyuX9/HjjxsEXJIlpoy9Nl5itDa7PFztO4+Vu4qqBLW/yiUvL57FvtIx9z1/luKRBAB9tjMFilbxwtWP1UDQeBgFGg8DFaCj/ahC4mAwYhMBkEJiMBlyNAqNBaDKj1tbW3iC07T2TPobJqLUrO67JIDDoYxuNAlf9nNEgMBn0viaB0WDAKAQu+vXK9dWPTUa9jz6OEOBqNOjjG3Axlb++ovbsi89i4fpofjtyBlejgRvDurBs+6l6vUZNtgYmSSnPfzx9S0r5+nmyQ0CYlNIshPAH9gshfgQk8B5wGZAA7BJCrJZSHgH+rY+1QgixEG2C/0B/zZRS9hBC3Ky3u0kI0Re4GegHdAZ+F0L0lFJaavLhHcGGE6k89vU+covMLJjZn9tHdq0wZ7xJ//KUWhrWEEjLK+aXQ8ncNrJbi/OaTs0t5u5Pd2E0CN6/bahD0/YWllj4bk8CVwzoRGBbD4fp0dzY+fRkRrzyxwXyz+eMbNG5MhTOjZSSjSfT+GB9FNtjMmjjbuLBiT24c2wQHVq7OdQQqBZSyoIyb93RDACAEUCUlDIGQAixApghhDgKXArcqrdbCryAZgjM0I8BvgXeFdqsOQNYIaUsBmKFEFH6+OUTgzsRVqvknT9P8t/fT9LLz4sv7hlFr06VF7ARQuBqMlBiadiN+1V7Eim1SG4b2biFhRxNdkEpdyzZSXJ2EcvmjKBLO8dNvlY9qU1ukZnbW3gOh/rGt407cRHhmC1Wejzzi11+++IdAPzflJ78bUqoo9RTKMphtlj5+WAyH26I4UhyDp3auPNseB9uHtG1QVOLV3dkCawVQkjgQymlbel/vhDiDmA38JiUMhNACDESWAJ0Q1vmNwshAoD4MmMmACPRtgOypJTmMnJbUm97H32MbL19ALD9vLGcNhF4YYmFv3+zn58PJnPt0ABeuWZAlU+fxWYLFqu0rww0FCfO5uLXxo1QB1bVa2xScoq4d1kk0Sl5fDw7jLAgx6WQlVKy4GctbPSRKaEMd6AuzRmT0WB3rCrrSPjW7yd46/cTDAz0ZvX8cY5ST9HCKSq18M3ueBZtiiE+o5CQjp68dv1AZg4OaJT05tU1BMZJKROFEL7AOiHEMbQn9gVoRsIC4A3gbgAp5Q6gnxCiD7BUCPFLJeM2KEKI+4D7ALp2dcwTb2JWIXOX7eZwUg5PT+/NveO7V6t87MmzeViskt7+DTtBZxaU0s6z5YSoRZ7K4P7P95BbZOa924ZySc+ODtVn8eZYPtmilXv+22T1ZNoY2AyCecsi+fXwGQAOJGTbDYTYV6erEs+KRiG7oJTPtsXx6dY40vNLGNLVh3+G92VKH79GzW9RLUNASpmov6YIIVYBI6SUG23nhRAfAT9V0O+oECIP6A8kAmVdsgN1WTrgI4Qw6asCNjll+iQIIUyAt96+srHOv/4idMfFsLCwRg+OW3MwmSe/O4BVwuLZYVzau/pe+dGpeQD0bOAn9cyCEtp5OiZmvjGRUvL5jtO8+ONhOvu04rM5I+jdqY1DdfrrWAqvrDnK5f38eDa8j5p8GpmFs4YBsHzHaZ5eddAuD35qDQBHX5zW4vxmFI1DcnYhizfFsnznaQpKLEzq1ZF5E0IYEdzOIfeBKg0BIYQnYJBS5urHU4EXhRD+Uspkvdk1aE6CtgiAeH0pvxvQG4gDsoBQ/XwimrPfrVJKKYT4C7geLXJgNvCDPu5q/f02/fyfevvVwHIhxJtozoKhwM46/i7qjYISMwt+OsKXO+MZ1MWHd24eXOOMfbZ/BkM9/1NIKTmclIOvlxveHi6k5RUzoJnHqxeVWvjn94f4JjKBSb068t+bhuDt4Vjjx1ZVsHenNrx1k+OyGCrg1pFduXVkVw4lZnPl/zbb5X2e+xWAPx+bQHdVgEhRD0Sl5LJwQww/7EvEKuHqQZ2ZO6G7wx9KqrMi4Aes0icmE7BcSvmrEGKZEGIw2tZAHDBXbz8OeFIIUQpYgQds0QZCiPnAb2jhg0uklIf1Pk8AK4QQLwF7gcW6fDGwTHcGzEAzHpBSHhZCfA0cAczAg84SMRCVksfcZbuJScvn/okhPHpZz1rVC3A1ahNDfYcPpueXlLvZAfh7u2OxymYZ5hOfUcCDy/dwICGbhy/twSNTejp80s3IL2HO0l24uxj5eHbzqyoohHAHNgJuaPeMb6WUz9cmTLgx6R/gTVxEONkFpQx6ca1dfukbWmri928byvQB/o2tlqIZEHkqk4Uboll35CzuLgZuG9mNOeOCHeqkXJYq70C6l/+gCuSzKmm/DFhWybk1wJpKrjGiAnkRcEMlY70MvHwx3Rub9cdTeGj5XtxcDHw+Z2SdKtfZjIf6Dh/s0NqNF67qyws/HrHLtsdkMOyldfh7t8LNZMDdxYC7i1E/NuJuMuLmYjs24Fbm3Pmv3q1cGBjo7fBlbiklX++OZ8FPRxHAolnDmNqvk0N1As2wm/d5JGdzivnqvlHNtapgMXCplDJPCOECbNb9hB6lBmHCjlLe28OFuIhwrFZJ96fP3a4e+GIPoNUoWDCzv6PUUzQRpJSsP57KB+uj2RmXgY+HCw9PDuXOMUG083R1tHrlaF6PIg5CSsnizbG8suYovTq14ePZYQScd4MvtVjZGp3O4C4+1cpjb2ogQwDgzrHB3Dk2GNBi6bdEpbEtOp30/BKKzRaKS61k5pdQVGqlSH9fZLZQVGqh2GytMhXx45f34sFJPepd7+qSklvEU98d5I9jKYwMbsfrNwxyCstbSsk/vz/EztgM3r55MEO6tnW0Sg2ClFICefpbF/1HUsMwYX0ch2EwCLtj4fCXfyc1txiAZdtPsWz7KXy93Nj5zBRHqqhwQkotVn46kMSHG2I4diaXzt7uPHdlX24a3gXPBgwBrAvOqVUToths4dlV2v7ztH6deOPGQeX+2Km5xXy58zRvrjsBwCvXDODWasTsn87Q0jF08nZvGMV1Onq5MXNIADOHVC/6UkpJicVKUanVbjTYDISiUgvvr4/mvb+iuGFYIL5tGlb3ilhzMJlnVh2koMTCP6/sy11jghy+FWDj/fXRfLU7nvmTejBjsNNGu9YLQggj2vJ/D7REYtHUPEy44fNrV5Nd+oT/3A+H+GyblswlJbfYHmkQ88p0p/k/UziGghIzX++K56NNsSRmFdLTrzVv3jiIqwZ1brRy8rVFGQJ1IC2vmHnLItl9KpOHJ4fyyORQ+83gUGI2S7bE8tP+ZErKPNWHV3OP8UhSNt6tXC5YWXA0QgjcTEbcTEa0B73yPHelG5e9tYG3fj/Bq9cObDS9sgtKeX71Ib7fl8TAQG/evHEQPXydIzeClJK31p3gnT+jmDG4M49e1tPRKjU4us/OYCGED7AKzWm4TjhDOPCLM/rz4oz+/HIwmfv1rQLAvoWw/7mpDndEVTQumfklLN0Wx9KtcWQWlDI8qC0vzujHpF6+TcY4VIZALTl5Npc7P9lFen4x7946hCvL5OnPzC/h6nc308rFyMwhndkRm8Gp9AJeuWZAtW8Sh5Ny6Ne5jcP32mtKUAdPRga3Z198dqNdc+OJVP7x7QHS8op5ZEooD07q4TQWuJSSl38+ysebY7kxLJBXrx3YZG4O9YGUMkuPChpNzcOEzx/LoeHAZbligD9xEeHEpuUz6fX1drnNyfDH+eMYENi8o3FaOolZhXy8KYYVO+MpLLUwpY8v8yaEODRBWW1RhkAteX3tcfJLzHwzd8wFX3g3FwNWCTcN78re+ExOZxRUe0sAtD2mY8m53Dk2qAE0b3iSsgovmj65vigoMfPKmqN8vv00PXxb89EdYU5187VaJc/+cIjlO05z55ggnruyb4swAoQQHYFS3QhohVZf5N9AjcKEG13xWhDcwZO4iHAKSyz2cEOAq97VInNemtlfpY1uZhw/k8uHG6JZvT8JgBmDA5g7oXuD53xpSJQhUEsOJeZwSWjHCiceWzjYki2xuLsY+OC2oUzrX/2wo6iUPEosVvp1dmxsaW0wW6yczijg8v4N66G/LTqdJ747QHxmAfeMC+bvl/dyaNGg87FaJX//Zj8r9ybywMQQHr+8V5Nb3akD/mgZRY1opc6/llL+JIQ4Qg3ChJsSrVyNFaYwfvb7Qzz7/SGm9vVj0R1hjlJPUQ/sistg4fpo/jiWgoerkTtGBzFnfLDTbd/WBmUI1AKLVXI2p4jz7+tWq2RLdBrf7E6wyypaMaiKw0k5AE3SEJCA2SrxaKBJOa/YTMQv2ipAt/YerLh3FCO7t2+Qa9WFzVFprNybyMOTQ1uET0BZpJQHgCEVyGscJtwUsRkEM97bwv74LADWHjlrNxBs5xXOj9Uq+eNYCgs3RBN5KpN2nq48ellP7hjdDR8P5woBrAvKEKgFRoPgrrFBfLQplukD/Anp2JrV+5P4LjKBxKxCe3hggE+rWi1V28KUOrRuejUAGrJ88sYTqTy18iBJ2YXcMy6Yx6b2ctoUsKv2JmqlQyeFOFoVhYP44cGxAPzvj5O8oUcNwbkVg5MvX+E0viyK8pSYrazen8SHG6I5mZJHYNtW/OvqftwY1sVp7zl1QRkCteSxqb3463gqc5dFAiAEjOvRgSev6M1lff14euVBdsRm1GrsQV0042Hv6Swm9fatN50bA1v55OJ6NASyC0t5+ecjfL07gZCOnnw7bwzDujlvDP5vh8+w5mAy1w4N1KMrFC2ZhyaH8tDkULZEpXHbxzvs8lC9LPKOpyfj54BQW8WF5Beb+XLnaRZvjiU5u4jenbx4++bBhA/wt+d2aY4oQ6CWuLsY+eKekaw9chYXg2B8z47l9oq6tPNg1b5EHv9mP/Mv7VGjWgNDurTFxSjYEZvR5AwBADejgVJz/fh6/XH0LE+vOkhaXgn3Twzhb5NDncoXoCxFpRZeXXOUpdtOMSDAW1UTVJRjbI8OxEWEcya7iFGv/mGXj3xFO15+z0jG1CEbqaL2pOcVs3RrHEu3nSK7sJSRwe145doBTOzZsUX49ihDoA74tXFnViUewfeMDya3yMwXO06xcm8i1wwJ4P8u61ktx5JWrkYGBvqwM/aCCKomgavJQJG5bqUfMvNL+NePh/l+XxK9O3nx0R1hDAz0qScN65/YtHzmL9/D4aQc7h4bzBNX9FKrAYoK6eTtTlxEOKUWq31VAOBWfbXg71N7Mv9SZUQ2BvEZBXy0KYavd8dTVGplal8/5k0MYWgzzfpZGcoQaCC83F147qq+zJvQnQ83xvD59lOcTMmz7xtWxZAuPizdFofVKptcyFlgOw+iUvKqblgJZouVaz/YSnxGAX+brOUFcDU5dllOSklesZn0vBLS84tJyyvRjvOKScktZuWeBFxMBj6+I4wpfatfblrRcnExGiqMNHh97QleX3uCIV19WPVA9e4XippxNDmHhRui+elAMgYB1wwJ4L5LQujh2zKrTCpDoIHxbePOP6/si6ebiXf/PEl+sbla+aZTcovp2NqtSRkBFqvkTE4RHi5G9pzOpNRirZUz1JbodGLT8nn75sFVpuK1WrWUxyUWK6Vm7bXErP9UcFxqsVJcRnZ+n2L9OLfITFpesX2yT8svqbQSZBt3E8OC2hFx7YDmWkRI0cDYDIJ7P9vNuiNnAc1HSEUa1B9SSnbEZrBwQzTrj6fi6Wrk7rFBzBnXvcFTuTs71TIEhBBxQC5gAcxSyjAhxAvAvUCq3uxpKeUaIcRlQATgCpQAj0sp/9THGQZ8CrRCq0L4NymlFEK0A74CgtBKGt8opcwU2ubM28B0oAC4U0q5Rx9rNvCsfu2XpJRLa/k7aBQGBHhjlVrq4arC3aSU7E/Iom9nxyfHySs2k5xVSLHZilVKpIQSi5WkrELiMwpIyCwkPrOA+IxCkrIKMVvP+Qa8suYoz13Z94I9NrPFypmcIhIyCzmbU0RBiYX8YjOFJRbySyws3BANwI/7k1m1N5GCEgsFJWbttdhCkdlin8BLLfWbd8bVZMDNaKBNKxfat3alQ2tXenXy0o493Wjf2pX2rd1o7+lKh9ZutPV0UVsAinrjIz3XwLLtp/jn94fscptBcPTFac3Sa70hsVola4+cZeGGaPbFZ9GhtSuPX96L20d2U+mgdWqyIjBJSnl+EZC3pJSvnydLA66SUiYJIfoDv3GuuMgHaMbDDjRDYBrwC/Ak8IeUMkII8aT+/gngCiBU/xmp9x+pGw7PA2FooeuRQojVUsrMGnyeRuWXQ8m4mgzVqoK38WQap9ILGr2CX2JWIX8cPcvWqHROZxSQmFVIdmHpRft0aO1GYNtWDOriQ6nFSnJ2kf3cJ1vi6OnnxVl90k/I1AyH5OwiLNaKJ3DXMisIcen5eLga8XA14uvlbj92dzHiajTgairzYyz/6lLmvFsFsvPbu5oMmAyiRTgGKZyfWaO6MWtUNw4kZHH1u1vsclv2wvV/n0hQh+o7ILdEis0WftibxIcbo4lOzadrOw8WzOzPDcMCndbh2FHU+9aAlHJvmbeHgVZCCDegHdBGSrkdQAjxGTATzRCYAUzU+ywF1qMZAjOAz/R0o9uFED5CCH+97TopZYY+1jo0o+LL+v489cHBhGxW7klk3oSQKpeOM/NLeHXNUTq1cWdmI1SoS8oqZNXeRH46kMzRZC2RUdd2HvTwbc3Qbj4E+HjQ2ccdD1cTAjAYwGQw0NnHnQAfj3JPJw98EUnywTPlxn9q5UGEAD8vdwLbtiKsW1sC23oQ2LYVgW096OTthqebCQ9XEx6uRkotVvo+9xuPXdaTh5TXvaKFMzDQh7iIcLILSu11DAAm6vUNFt5es6ylLYHcolJ7CODZnGL6+rfhf7cM4Yr+nZp1CGBdqK4hIIG1QggJfKgX/wCYL4S4A9gNPFbBE/l1wB4pZbEQIgCt9KiNsmVI/aSUyfrxGcDmbWUvT3pen8rk5XCGamUAr/12jLYeLjxQRXKZ5OxCZi3eyemMAj68fViDOcgVlVr47fAZvo1MYHNUGlJCWLe2PD29N5P7+BHSsXYOMzeEdQFgzcEzeLmb+OC2YQS2bYW/j3u1l88PJGiZ2LrXUgeFojni7eFCXEQ4Vqu0VzoEmPe5VgHxzjFBvHB1P0ep5xSk5hbz6dZYPtt2itwiM2NC2vOf6wcxPrSDWumrguoaAuOklIlCCF9gnRDiGNoy/QI0I2EB8AZwt62DEKIfWqGRqTVRSPcZqJeNX2eoVrY7LoNNJ9N4enpv2rhXvh9VYrZy72e7OZNdxGd3j2BUPafNlVKy53QW30Ym8NP+JHKLzQT4tOKhS0O5fmggXdtXvWVRFZN6+eLpamLNwTO8ccMgxoXWLCZaSsl/fz+Jj4dLjfsqFC0Bg0HYHQfDXvqdtDwtC+mnW+P4dGscnb3d2frUZEeq2OicSs9n0cYYvolMoNRi5Yr+nZh7SQiDujhvuLGzUS1DQEqZqL+mCCFWASOklBtt54UQHwE/lXkfiFaD/A4pZbQuTkQrPWqjbBnSs0IIfyllsr70n1KmT5cK+iRybivBJl9fnc/SmEgpeX3tcTq0dmPWqKCLtn1z3QkOJeawaNawejUCkrMLWbknke8iE4hJy6eVi5ErBnTi+mGBjApuX+9RCbvitGyKw2tRinPDiVQ2nUzjuSv72tM0KxSKitn97BQAnll1kC92nAYgKbvI7lgY++r0Zv0kfCgxm4UbollzMBmTwcB1wwK4d3x3tZpYC6o0BIQQnoBBSpmrH08FXrRN3Hqza4BDensf4GfgSSml3ctFn+RzhBCj0JwF7wD+p5+2lSGN4MLypPOFECvQnAWz9XF+A14RQtiyPkwFnqrdr6DhWL7zNNtjMnhpZv9KPX2llHywIZqFG6K5ZUQXpvarn6p9ZouVt34/wQfro7FKGBHUjnkTQ5g+wJ/W1QhfrC07YjPo6deatp41L8jx2+GztHE3qbKtinpDStmsJ0OAl68ZwMvXDODnA8k8uHyPXR78lLaFsP+5qc3GO15KydbodBZuiGbTyTS83Ezcd0kId48Nwlelaa411ZkR/IBV+pfJBCyXUv4qhFgmsTfMywAAIABJREFUhBiMtjUQB8zV288HegDPCSGe02VTpZQpwAOcCx/8Rf8BzQD4WggxBzgF3KjL16CFDkahhQ/eBSClzBBCLAB26e1etDkOOgun0vN5+eejjA/twG0jK/ZPkFLyypqjfLQplhmDO/PijP71cu34jAIe+WofkacyuX5YIPMn9WgUD2OLVbLnVCYzh3SuVf/U3GI6+7RyePIgRdPHaBBYrBKLVWIyNm9DwEb4QH/CB4YTnZrH5Dc22OU2J8OfHhpH/wDHhyTXBotV8tvhMyzcEM2BhGw6ernxxLTe3Daq60W3XBXVo0pDQC8dOqgC+axK2r8EvFTJud3ABbOdlDIduGBjS48WeLCSsZYASy6mu6NIyytm7rJIjAbBa9cPrPCJxGyx8uTKg3wbmcDs0d14/qp+dV6mT80t5r2/oli+4zSuJgPv3DKEqwfVblKuDafS88krNtc6FXBqXjEdvZpexUWF82EzBMxWSUtL8xDSsTVxEeEUlJjp+9xvdvmV/9sMwKvXDuCWEY5znq4JRaUWVu1NZNHGGGLT8glq78Gr1w7gmiEBKgSwHlGZBeuZszlF3PbxDhIyC/j4juH4e18YLmi2WHl4xV7WHDzD/03pycOTe9Rp+TIhs4BPtsTx5c7TFJut3BgWyMOTQyu8dkNiSyscWss0nWm5xYSo2GhFPWAyCEqg0nwVLQEPVxNxEeFIKe3bBKCF9D618iDTB3Ti/duGOVDDyskpKuWL7adZsiWW1NxiBgZ68/5tQ7m8XyeMTSjbalNBGQL1SHJ2ITcv2k5abjFL7xpRYQZBq1Xyj28PsObgGZ4N78M947vX6lqpucUcTMxi5Z5Efjl0BgFcNagzD13aw2HOMlGpmiEQUgtDQEpJal4xHdSKgKIesE0W5hZsCNgQ4lykwZX/28ShRC1fyJqDZ5wuhXFKThFLtsTxxfZT5BabGR/agbdvGszokPbN3tfDkShDoJ6wWCV/+3If6XklLLtnZIXVq6SUPL/6MCv3JvLoZT2rbQRYrZKjZ3LYGpXOjtgMDiVmcyZHy+Dn5WbinnHBzB4T5PA891Epefh6udVqzy632EyJ2UrH1soQUNQdk24IWJUhUI6fHhoPwH9/P8F/fz9pl9sMgqiXr3BI0p3YtHwWbYzmu8hEzFYr0wf4M29CSJP1aWhqKEOgnliyOZadcRm8fsOgSo2Af/96nGXbTzH3ku48dGnl6YNLLVaOJucQeSqT3XGZbItJJyO/BIDuHTwZ1b0d/QO8GRDgzYBAbzxcnePPGJ2SV+vqXam5Wjy08hFQ1Ae2FQGLVIZARTwypSePTOnJ5pNp3L54h13eQy+LvPPpyY3ihX8gIYuFG6L55dAZXIwGbggL5L5LutOtvdoibEycYwZp4hw7k8N/1h7nsr5+XDe04rTA7/0VxcIN0dw+qitPXtG73DKXxSo5kpTDlug0tkSlsTsuk8JSCwCdvd2Z2KsjY0M6MLZHB6etkpWSW8TBxGzun3jx7ImVYTMEOqgVAUU9YNC/Xy3ZR6A6jAvtQFxEOGeyixj16h92+YhXtOMv7x3F6JD6T262OSqND9ZHszU6HS93E/dPCOGuscHqQcBBKEOgjuQXm3ngiz20cXfhlWsGVLiPtWRzLK+vPcG1QwJ48er+CCHIKSplw/FU/jh6lvUnUskq0Ir79PLz4qbhXQgLasvQrm0dvtxfXVbvS8IqtbreNUVKycebYnE1GQj1U8lAFHXHpHwEakQnb3fiIsIptVgJfeYXu/yWj7YD8I9pvXhgYt2KoJktVn45pIUAHk7Kwa+NG09P780tI7ripUIAHYoyBOrIM6sOEpeWz+f3jLzAmi0xW3nt12N8vDmWy/v58dI1/e05/jecSMVslbTzdOXS3r5M6NmR0SHt8fVyzif+qlh35Cx9/dvQw9ernLzUYiWzoISsglIy8kvI0o/zSywU6qWFl23THIMA9sdn1VtSJUXLxajnDrDUc5nq5o6L0WB3HLT5DQC89utxXvv1OGHd2vLt/WNqNGZRqYVvIxNYtDGG0xkFdO/oyb+vG8DMIQGqhLeToAyBOhCXls/3+5J4cFIIY0LK58Y/kJDFo1/vJyolj8FdfGjn6cqYiD/JKijFr40bc8YFM7WfH4O7tG0y4TDFZot9Qs8sKCEzv1R/LWFHrJbP6c5PdpKZX0JmQSmZ+SX2Cb66JGYVNoTqihaGyaA5vJmtVgdr0nSxGQT3LN3N70fPArD7VGa1Iw2yC0v5fPspPtkSS1peCYO6+PD09D5M7etX76nNFXVDGQJ14NiZXACm9tWeYItKLfy4P4kXfzxSbgLcF5/FvvgsrhrUmeuHBTKuRweHTf5SSgpLLeQVmcktNpNbZCa3qJSsgtLyk3tBif4Ef+5JPr/EUuX4Gfkl+Hi4EtzBEx8PV9p5utLWw4W2nq6083DFx8MVHw8XPF1NtHI1YjIIlmyJxd+7FRN7dcSzAdMfK1oOdmdBtTVQZz6eHQbAsm1x/POHw3a5zSA4tmBaueQ+Z7KLWLw5huU7TpNfYmFCz47MmxDCqO7tVAigk6LuunUgJk2Lm7/2g61V3nCMBsG0fp2Y0LNjra4lpaTYbCWnqJS8IjN59klcO84rKrUf2yb4vKLSC9sVm6vU1cvdRDtPbdLu0NqVUF+tdoBtQm/rof94utDOw5UTZ/O4ffEOPr1rOBN7+db4s9U2l4JCURnKR6D+mTU6iFmjg9gXn8XM9+xlZOj9z18B+OTO4fxyKJlVexOxSrhyoD9zLwmhb+c2jlJZUU2UIVBLLFZ5Uc/khyeHcmNYIIFtPTiUmM3V725m5Z4Ewgf6l2tXVGohNi2f6NQ8olLyOJVeQHZhqf2JPa9Yn+CLzNW6qbmZDHi5u+DlbqK1m/bTtZ0Hrd1NeLmZ8HJ3obV+zsvdpLdzoa2Hi/1p3aWGccS/H9WKRdY2dFChqG/UikDDMbiLD3ER4WTmlzBkwTq7/K5PtdIv/t7ufD13NF3a1b20uaJxUIZALTidXsAl//mrnKyHb2v+PrUXU/r4XpCQ49iZXKwS+vi34atdp4lOzScqRZv44zMLsIU6CwGdvVvh46FN5AE+rfBy9zo3qbtrE7mX27mJXJvgtfaebiaHFOw5cTYXD1cjnRs5pbFCURkqs2DDIqVkX0IWI4Pb2f2DbCRnFzH+tb+YMy6Yf17Z10EaKmqCMgRqgcko6OjlhpebiQcm9SCsW9sLqvslZxeydOsp1h4+Q0xaPgDv/hUFgKvJQPcOngwI9OaaIQGE+LamR8fWBHfwrLRcsTOzLz6L/gHeygFI4TSoPAINg9li5eeDySzcEMPR5Bz8vd15NrwPt4zoiqebiSEvriVTD4VevDmWxZtjCfBpxZYnL3Ww5oqLUS1DQAgRB+QCFsAspQwTQrwA3Auk6s2ellKuEUK0B74FhgOfSinnlxlnGOfKEK8B/iallEKIdsBXQBBaSeMbpZSZQvMseRutFHEBcKeUco8+1mzgWX3ol6SUS2vzC6gNnX1aseuZKRWeO5Wez8IN0XwbmYBVnrsR3RgWyLT+nQjp2JrAth5NJlKgKorNFo4k5XDXuCBHq6JQ2LGnGFaZBeuFwhILX++O56NNMSRkFhLq25rXbxjE1YM6l1uF3PvcVEArbPTlztOAFglkcyyMfXW6chh0QmqyIjBJSpl2nuwtKeXr58mKgH+ilRs+v+TwB2jGww40Q2Aa8AvwJPCHlDJCCPGk/v4J4AogVP8ZqfcfqRsOzwNhgAQihRCrpZSZNfg89cqJs7m8/1cUq/cnYTIauGl4F8b16MC8z/fwxLTetc645+wcTsqhxGJlSJcL0yorFI7CvjWg8gjUiayCEj7bdopPt8aRkV/CsG5tef6qfkzu7XvRFcBXrx3Aq9cO4Mf9STz05V673FYFcf/zU/FupZIIOQv1vjUgpcwHNgshyqWhEkL4A22klNv1958BM9EMgRnARL3pUmA9miEwA/hMSimB7UIIH32cicA6KWWGPtY6NKPiy/r+PFURnZrHm+tO8POBZDxcjcwZF8y947vj28adp1YewN3FwK0jm0bt79qw93QWAEO6+jhYE4WzIIToAnwG+KEZ6ouklG9Xtoqo93kKmIO26viwlPK3uuhgMqqtgbqQlFXIx5tiWbHrNAUlFi7t7cv9E0MYHtSuRuNcNagzVw3qTFRKHlPe3GCXD/rXWgB+fngc/TqrwkKOprqGgATWCiEk8KGUcpEuny+EuAPYDTxWxRN5AJBQ5n2CLgPwk1Im68dn0G4gtj7xFfSpTF4OIcR9wH0AXbvW72SckFnAO3+c5NvIBNxdjMyf1IM544Jp6+lqb/P70RSm9u3UrC3fvaczCfBphV8jFChRNBnMaPeDPUIIL7QVO5t7+QWriEKIvsDNQD+gM/C7EKKnlLLqxBWVYFQJhWrFybO5LNwQww/7EpHAjEGdmTshhF6dvKrsezF6+LYmLiKcghIzfZ87Z+OFv7MZgH9fN4CbhjffByZnp7qGwDgpZaIQwhdYJ4Q4hrZMvwDNSFgAvAHcXVeFdJ+BejHjdYNlEUBYWFi9PRqs2pvAE98dBOCuscHcPzHkgmI5qbnFpOYWM6hL835S3ns6i8FqNUBRBt2oT9aPc4UQR6nAUC/DDGCFlLIYiBVCRAEjgG211cGkwgdrROSpDD5YH83vR1No5WLk9lHduGd8MIFt6zcE0MPVRFxEOFJK+zYBwBPfHeSJ7w5y5UB/3r11aL1eU1E11TIEpJSJ+muKEGIVMEJKudF2XgjxEfBTFcMkAoFl3gfqMoCzQgh/KWWyvvSfUqZPlwr6JHJuK8EmX1+dz1IXpJS891cUr689weju7XnjxkGVFgU6mpwDQF//5ptMIyWniMSsQu4aG+RoVRROihAiCBiC5hc0lopXEQOA7WW61XmFT4UPVo3VKvnreAoLN0SzKy6Tth4uPDIllNmjg8qtbDYEQgh7iuLwdzZxOEm7X/50IJmfDvyMQUDMqxdPYayoP6oMOhdCeOrLewghPIGpwCF9wrZxDXDoYuPoTwk5QohRejTAHcAP+unVwGz9ePZ58juExiggWx/nN2CqEKKtEKKtrlOd9hSrwmqVPL3qEK+vPcE1QwJYeveIi1YGPNICDIHjZ7UUy2qPT1ERQojWwHfAI1LKHLRVxBBgMNqKwRs1GU9KuUhKGSalDOvY8eIZOtWKQOWUWqys3JPAtLc3MmfpbpKyinj+qr5sefJSHpnSs8GNgPP5+eHxxEWE8/Cl59zKrFJLYRz05M+YLWp7pzLq6/+7OisCfsAqPeTDBCyXUv4qhFgmhBiMtjUQB8y1ddDDDdsArkKImcBUKeUR4AHOhQ/+ov8ARABfCyHmAKeAG3X5GrTQwSi08MG7AKSUGUKIBcAuvd2LNsfBhuKVNUf5cudpHpgYwuOX96oyBOZIUg4BPq3w9mi+/gFnc4oBLZOYQlEWIYQLmhHwhZRyJYCU8myZ82VXEStb+as1BrUicAEFJWZW7Ixn8eZYErMK6eXnxVs3DeLKgZ1rnE20IXh0ai8endqLjSdSuWPJTru8h14Weeczk5tsddaGIq/YXC8+aFUaAlLKGGBQBfJZF+kTVIl8NxeGFCKlTAcmVyCXwIOVjLUEWFKZDvXJRxtj+HhzLHeOCaqWEQDa1kCfZrwaAJCSWwSAbxu3KloqWhL6it9i4KiU8s0ycv8yTsFlVxFXA8uFEG+iOQuGAjupA0b9O2pVhgAZ+SUs3RrH0m1xZBWUMiKoHQtm9mNSL1+njOm/pGdH4iLCScoqZEzEn3b5iJf/AOCr+0Yxsnt7R6nnVOQUljaOIdDS+X5vIi+vOUr4QH+eu7Jvtb44ydmFRKfmcUX/To2goeNIySnGy92Eh6v6N1KUYywwCzgohNiny54GbqloFVFKeVgI8TVwBC3i4MG6RAyA2hoALbLp402xfLUrnsJSC5f19WPehBCGdWsaOT86+7QiLiKcErOVns/+YpfftEhzJ3nqit7MndA887NUl5yi0noZR93BL8LGE6n8/Zv9jO7enjdvHFStFLpHk3O465NdeLiauGKAf5XtmzJnc4pU2KDiAqSUm4GKvixrKpDZ+rwMvFxfOrTkokPHzuTw4YYYVu9PQgAzhwQw95LuhPrVLQTQUbiaDHbHQluGQoBXfznGq78cY2RwO76aO9pR6jmUnEJz1Y2qgTIEKiE+o4D7P48k1M+LD+8Yhpup6hoAm0+mcf/nkXi6mfhm3uhmvzWgGQJqW0DhfNgSCrUUHwEpJbviMvlgfRR/HU/Fw9XIXWOCmDM+GP9mVAzMZhDc/eku/jymBZftiM2wGwi28y0FtSLQwLz223EsUvLx7DDauFe9B/NtZAJPfneAHr6t+eSu4c3qy1cZZ3OKGRFcs0xjCkVjcG5FoHl7nFutkt+PnmXhhmj2nM6ivacrj13Wk1mju+Hj0bje/43JkjuHA7B0axzPrz5sl9sMgmMLpuHu0vQKuNWU/GK1ItBgRJ7K5Mf9STw8OZSAi4QIgrYV8MbaE/x+9Cxje7Tng9uHVctwaOpYrZLU3GLlKKhwSkz2zILNc0WgxGzlh32JfLgxhqiUPALbtuLFGf24YViXJlnBtLbMHhPE7DFB7IvPYuZ7W+zy3v/8FYCNj0+ia/v6TYrkTOSX1MmVxo4yBM5DSslLPx/B18uNuZd0r7RdXrGZ574/xKp9ibR2M/H45b24d3z3cpW4mjPxmQWUWKx0P6/8skLhDDRXH4G8YjMrdp5m8eZYkrOL6OPfhrdvHkz4AH9MThAC6CgGd/EhLiKczPwShixYZ5df8p+/AFg0axhT+zU/5+2cQrU10CD8dCCZvaezeO26gXi6VfzrSc4u5O5Pd3PibC7zJoQw75KQZp0voCJOnM0DaLIOSIrmTXPLLJiWV6yFAG6NI6fIzKju7Xj12gFM6NnRKUMAHUVbT1fiIsKxWiXdnz7nm3rfskgA7h0fzDPhfR2lXr2jfAQagFKLldd+O0Yf/zZcNyywwjaHk7K5+9Nd5BdbWHLncCb0vHiGs+bKCT2rYKhvawdrolBciEE0jxWB0+kFfLQphq93x1NisXJ5307MmxjC4GZew6SuGAznUhgPeOE3cou0vfSPNsXy0aZYurbzYOM/JjlSxXrB9rnqijIEyvDN7gTiMwr55K7+9ieKsvx1LIUHl+/Bu5VLi4gKuBgnzuYS4NMKrxbgD6FoejT1PAJHknJYuCGanw4kYTQIrh0SyH0TuhPSURneNeXgC5cD8OR3B1ixSytaezqjwO5YGPvq9Ca7qqK2BuqZYrOFd/88yZCuPkys4Cl/2TbNO7WPfxuW3Dm8xcfPHz+TS08/dVNSOCdN0UdASsm2mHQWbohh44lUWruZuHd8d+4eF9zi7zf1QcR1A4m4biA/7Evkbyv22eW2KogHXpja5By9c9SKQP2SXVBKWn4JVgm7T2UyPEgLi7NYJa+uOcrHm2OZ3NuXd24ZUqnvQEvBbLESk5rPhF4tc1tE4fw0pRUBq1Wy9sgZPtgQw/74LDq0duPxy3tx+6hu9ZI+VlGeGYMDmDE4gJNnc7nsLXsRXQa+sBaAX/42vsms9qoVgXrGt407K+8fw4PL93Dzou08NrUnt47oymNf7+ePYynMHt2N567qV+GWQUvjVIYWMdDTVzkKKpwTYxNIKFRstrBqTyKLNsYQk5ZPt/YevHxNf64bGtgiYuAdTaifF3ER4eQXm+n3/LnitVe8vQmA/1w/kBvCulTW3SlQeQQagP4B3vz00DieXHmQ1349zv/+iKLUYmXBjH7MGh3kaPWchjx9Oaqtp3paUTgnJidOKJRbVMryHVoIYEpuMf0D2vDurUO4or+/etBwAJ5uJuIiwpFS2rcJAB7/9gCPf3uAmYM789+bhzhQw8opaMw8AnpZ4VzAApillGFCiBeAe4FUvdnTUso1evungDl6+4ellL/p8mnA24AR+FhKGaHLg4EVQHsgEpglpSwRQrgBnwHDgHTgJill3MWuUVe83F1495YhjO7enm8iE3juyj4M66ay55XFVrK0xOx8N1mFAsDohAmFUnKL+GRLHJ9vP0VukZmxPdrz5o2DGdujfZN1VmtOCHEu0mDafzdy7IwWGfX9viS+35eEySCIemW6I1W8AEdsDUySUqadJ3tLSvl6WYEQoi9wM9APraTo70KInvrp94DLgARglxBitZTyCPBvfawVQoiFaBP8B/prppSyhxDiZr3dTZVdo64Vy8p8Bm4f1Y3bR3Wrj+GaHV7u2r9NZkH9/BMqFPWNM/kIxKXls2hTDN9GJlBqsTK9vz9zJ3RnYKAKAXRWfn3kEgDeWHuc//0ZBWhGpS3SIPqV6U6xepPrxFsDM4AVUspiIFYIEQWM0M9FSSljAIQQK4AZQoijwKXArXqbpcALaIbADP0Y4FvgXb3WeWXX2NYAn0dxHgE+rWjjbuJgYja3OFoZhaICDE6QUOhQYjYfbIjml4PJmIwGrhsayH2XdCdYZeNsMjw2tRePTe3FhhOpzF6y0y4P0ZMV7X52Ch1aN/0069U1BCSwVgghgQ+llIt0+XwhxB3AbuAxKWUmEABsL9M3QZcBxJ8nH4m2HZAlpTRX0D7A1kdKaRZCZOvtL3YNO0KI+4D7ALp27VrNj6qoCoNBMKiLD/vjsxytikJRIUZbQiFL4xoCUkq2RKWzcEM0m6PS8HIzMXdCCHeNDcLXS4UANlUm9OxIXEQ4iVmFjI340y4Pe+l3AL6ZN9oeadYUqa4hME5KmSiE8AXWCSGOoT2xL0AzEhYAbwB3N4yatUM3WBYBhIWFOX6NsBkxMNCbhRtiKCq1KA9nhdNh3xqQjfO1t1glvx46w8IN0RxMzMbXy40nr+jNrSO7NrnYdEXlBPi0Ii4inBKzlZ7P/mKX37BQW4x+enpv7rskxFHq1ZpqGQJSykT9NUUIsQoYIaW0B2AKIT4CftLfJgJlYy4CdRmVyNMBHyGESV8VKNveNlaCEMIEeOvtL3YNRSMwKNAHi1VyOCmHYd3aOlodhaIctv1bawNvDRSVWvhuTwIfbYwhLr2A7h08ibh2ANcMDcDNpAzk5oqryWB3LLT5DQC8suYYr6w5xpiQ9iy/d5Sj1KsxVZarEkJ4CiG8bMfAVOCQEMK/TLNrgEP68WrgZiGEmx4NEArsBHYBoUKIYCGEK5qz32oppQT+Aq7X+88Gfigz1mz9+HrgT719ZddQNBKD9FznantA4YyYGjiPQE5RKe+vj2Lcv//imVWH8G7lwge3DWXdoxO4eURXZQS0IOIiwomLCGdimQRrW6PTCXry53JGgjNTnRUBP2CVHt5iApZLKX8VQiwTQgxG2xqIA+YCSCkPCyG+Bo4AZuBBmze/EGI+8Bta+OASKeVh/RpPACuEEC8Be4HFunwxsEx3BsxAMx4ueg1F4+DXxp1ObdzZn6AMAYXz0VAphs/mFLFkcyxf7DhNXrGZS3p2ZN6E7ozurkIAWzqf3qX5xC/ZHMuLPx2xy23GwPGXpjmtgVilIaB7+Q+qQD7rIn1eBl6uQL4GWFOBPIZzkQVl5UXADTW5hqLxGNTFmwMJ2Y5WQ6G4AJM9aqB+cl3EpOaxaGMMK/ckYrZaCR/YmbmXdKd/gHe9jK9oPtw9Lpi7xwWz53Qm176/1S7v9eyvAGz6xyS6tPNwlHoVojILKmqNp6uJolK1EKNwPmwJheq6IrAvPouF66P57cgZXI0GbhrehXvHd6dre+e6kSucj6Fd2xIXEU5GfglDF6yzy8e/9hcAi2eHMbmPn6PUK4cyBBS1Jio1T5VFVTglevLLWvkISCnZeDKNheuj2RaTTht3Ew9O7MGdY4OaRcy4onFp5+lKXEQ4Fqu05x8AmLN0NwBzJ3TnqSv6OEo9QBkCiloipSQ6Jc/pi3IoWiYGUXMfAbPFyppDZ1i4PpojyTl0auPOM9P7cMvIrrRu4RVHFXXHaDiXwrjfc7+Sr9cJ+HBDDB9uiKF7B0/+/PtEh+im/rsVtSI5u4j8Egs9fNWKgML5MNlqDVQjoVBRqYVvdsezaFMM8RmFhHT05LXrBzJzcACupioDqxSKGnP4xWkA/OPb/Xy9OwGAmLR8u2Nh7KvTG9X5VBkCilpxMiUPQBkCCqfEWI2EQtkFpSzbHscnW+JIzy9hSFcfng3vy2V9/OwpihWKhuS16wfx2vWD+H5vIo98tc8ut1VBPPSvyxtlNUoZAopa8c3ueDxcjfTt3MbRqigUF2DLI1BRQqHk7EIWb4rly52nyS+xMKlXR+ZNCGFEcDsVAqhwCDOHBDBzSAAnz+Zy2Vv2XH30f14rqvvrI+Pp3anh7rXKEFDUmKPJOfx0IJn5k3qo9KkKp8RYQdGhqJRcPtwQw/f7ErFKuGqgP3MnhNDHXxmzCucg1M+LuIhw8ovN9NONAIBp/90EwJs3DuLaoYH1fl1lCChqzBtrT+DlbuLe8d0drYpCUSFlyxBHnspk4YZo1h05i7uLgVtHdOWe8d2dLpZbobDh6WYiLiIcKaV9mwDg0a/38+jX++v9esoQUNSIffFZ/H70LH+f2hNvD7UaoHBObNECBxOzue6Dc0ldikqtLN12iqXbTjlKNYXC6VAusYoasWhjNO08XblzbLCjVVE4KUKILkKIv4QQR4QQh4UQf9Pl7YQQ64QQJ/XXtrpcCCHeEUJECSEOCCGG1lUH5e2vUFQftSKgqBER1w3k5NlcFVetuBhm4DEp5R69YFmkEGIdcCfwh5QyQgjxJPAkWp2RK9AKh4UCI9FKnI+siwI9/bzq0r3JYBB6qKQAoxCYDAKjUehbIwKjQTtvNOgyvZ3RIDAZBUaDAYHmU2FrYzQIhBAYhZah0Tbmhe0MCIG9j1HY2p0bx2gfD3sfowCjUbvu+e1sugqbnsYyOiEq0PPc57N/RtA/m9B/J9rvx2T7IwIbAAAgAElEQVQo3185hp5D3c0VNaKNuwvDurVztBoKJ0ZKmQwk68e5QoijQAAwA5ioN1sKrEczBGYAn+mVRbcLIXyEEP76OLXCxXiuTKxCobg4av1MoVA0GEKIIGAIsAPwKzO5n0GrbAqakRBfpluCLlMoFI1AtQwBIUScEOKgEGKfEGL3eeceE0JIIUQH/X1bIcQqfa9vpxCif5m204QQx/W9wCfLyIOFEDt0+VdCCFdd7qa/j9LPB5Xp85QuPy6EuLxuvwaFQlHfCCFaA98Bj0gpc8qe05/+a1QIQAhxnxBitxBid2pqaj1qqlC0bGqyIjBJSjlYShlmEwghugBTgdNl2j0N7JNSDgTuAN7W2xqB99D2A/sCtwgh+up9/g28JaXsAWQCc3T5HCBTl7+lt0PvdzPQD5gGvK+Pr1AonAAhhAuaEfCFlHKlLj4rhPDXz/sDKbo8EShbtCJQl5VDSrlIShkmpQzr2LFjwymvULQw6ro18BbwD8pb9n2BPwGklMeAICGEHzACiJJSxkgpS4AVwAyheWxcCnyr918KzNSPZ+jv0c9P1tvPAFZIKYullLFAlD6+QqFwMPp3dDFwVEr5ZplTq4HZ+vFs4Icy8jv06IFRQHZd/AMUCkXNqK4hIIG1QohIIcR9AEKIGUCilPL87Ab7gWv1NiOAbmgWfmX7gO2BLCml+Tw5Zfvo57P19tXaU1RLiQqFQxgLzAIu1bcT9wkhpgMRwGVCiJPAFP09wBogBs2g/wh4wAE6KxQtlupGDYyTUiYKIXyBdUKIY2hbAFMraBsBvC2E2AccBPYClnrRtoZIKRcBiwDCwsJqXphcoVDUGCnlZqCy2KzJFbSXwIMNqpRCoaiUahkCUspE/TVFCLEKmAAEA/v1WMxAYI8QYoSU8gxwF9iXCGPRrP1WVLwPmA74CCFM+lN/2f1B295hghDCBHjr7au1p1iWyMjINCFETdOJdQDSatjHmVD6O46mrHs3RytQFTX4Pjvj30HpVD2UTtXnYnpV+X2u0hAQQngCBj0e2BNtFeBFKaVvmTZxQJiUMk0I4QMU6H4A9wAbpZQ5QohdwP+zd97xUVXp/38/yaSTHhIgAUIJIF0IRUUQWRArYsUGa0Ndy67rWlbdXb+r7s+2uqsiLnaxYEWwUhQVRKSH3qUkkARICCmkTOb5/XFvwhDTSTLJ5Lxfr3nNnXPPPfeZmzs5zz3nOc8nSUS6YHXak4CrVVVFZBFwGVbcQMW5wynAz/b+7+z6c4H3RORZoANWIpLl1X0PVa1zdJGIrHQPjmxpGPs9R0u2vSVQ299zc/w7GJtqh7Gp9pysXbUZEYgDZttP/g7gPVX9ppr6pwBviYgCG7FXAKiqU0TuAOYBvsDrqrrRPuZ+YJaIPIY1lfCaXf4aMFNEdgBZWM4DqrpRRD4ENmFlMbtdVT0y/WAwGAwGQ0umRkdAVXcBA2qok+i2/TPQo4p6X2EFBlV2jt9E/atqIXB5FW09DjxenV0Gg8FgMBiqx2QWrJ4ZnjbgJDH2e46WbLs30Rz/Dsam2mFsqj0nZZdYAbsGg8FgMBhaI2ZEwGAwGAyGVoxxBAwGg8FgaMV4lSNgy5d+LCJbRGSziJwmIo+ISFqFDGdl9SsVLvKUOFJd7BeRaBFZJCJ5IvJihXYGiyUStUNEnrfzOSAiUSKyQES22++RdrnY9XaIJRY1yK2tKXb97SIyhSqoo+1jxcpSud5+P9uTttfD/qFuZSkiMtGtHSOs1cSIiK+IrBGRL+zPY0Rktf33WSIi3e3yKq91A9vzG5G2+ty/TWDT0/b9vk4sobgIt/pNcu9VZpfbvoqCdh67Vnb5nfb12igiT7mVN/q1quLvN1BElpWViZXJt37XSVW95oWlS3CTve0PRACPAH+ppG5vrHTIAVjJkXZiLWv0tbe72m2kAL3tYz4EJtnbLwO32dt/AF62tycBH1R3jgayPwQYAdwKvFhh33JgOFZ2t6+Bc+3yp4AH7O0HgCft7fPsemIf94tdHoWVDCoKiLS3IxvA9lOBDvZ2X6xU1R6zvR72BwMOe7tMPMfhyXunNb+APwPvAV/Yn7cBp7hd3zeru9aNYM9uIKZCWZ3u3yayaZzbffykm01Ndu9VZpdd3hFrqfmesv0evlajgYVAgP05timvVRU2zef4/8fzgO/re528ZkRARMKBkdg5CFS1WFWPVHNIVcJFHhFHqqv9qpqvVirXwgrttAfCVHWZWnfF21XYWdH+t9ViGVamx/bAOcACVc1S1WxgAZba48navkZV99sfNwJB9tNak9teT/sL9Lg2RiDHRbeMsFYTIyIJwPnAq27FCoTZ2+FA2b1W1bVuCup6/zY6qjrf7T5ehpWhtcwmT997lQnaeexaAbcBT6hqEVhZdt1s8tS1qu4+r9N18hpHAMsbOwi8YQ8TvipWJkSAO+whktfLhuSoWrioycWR6ml/VcTb56nsnHF6XNUtHStZ1An2VzimtvafjO2XAqvtH5gnbK+X/SIyTEQ2Yulp3Gr/3T1177Rm/oPVYbjcym4CvhKRVCzxozJxo6qudUPzG5E26n7/NoVN7tyA9RTZlDZVapdULWjnyWvVAzhTrCmlH0RkSDOw6U/A0yKyD3gG+Gt9bfImR8ABDAKmq+qpQD7WENx0oBswEDgA/NtjFlZPk9pvP3E31NrRetkuIn2whiRvqcvJGth2qIf9qvqLqvYBhgB/FZHABrTHUAtE5AIgU1VXVdh1N3CeqiYAbwDP/ubgxmWEqg4CzgVuF5GR7jsb4f49KZtE5CGsDK3vNrFNVdn1IPB3D9hSnU0OrGnG4cC9wIdNOJpUlU23AXerakese/616hqoDm9yBFKBVFX9xf78MTBIVTNUtVRVXVgSp2XDNlUJF1VVXi6OVKH8hLak/uJIdbW/KtI4PsRX8ZwZZUNE9num2zF1uRYnbbs9pDsbmKyqOz1oe73sL0NVNwN52LEOVZyzse+d1soZwEViaZ3MwpI9/hIY4Pa3/AA43d6u6lo3KOom0oZ1jw+l7vdvU9iEiPweuAC4xnZQmsymKuxyF7TbzXFBu3ZNZVcV1yoV+NQebl+ONQIV42GbpgCf2lU+oua+rUq8xhFQS/Vwn4j0tIvGAJsqzI1MBDbY23OBSfbcdBeOCxeViyOJFdk9CZhr/0jKxJGgcnEkcBNHquYcDWF/VdfhAHBURIbbHuvkKuysaP9kO9p0OJBjtzMPGCcikfaw+Di77KRsFys6+Uus4KmfPGl7Pe3vUtapi0hnoBdWMI9H7p3Wiqr+VVUT1EpxPgn4Dmt+NFxEytKcjwU229tVXesGQ0RCRCS0bBvrvttA3e/fRrdJRMZjTatcpKoFboc0yb1XhV0rVDVWVRPtv2sqllOejgevFfAZVsAg9r3lj6X21+jXqhqb9mM5TmDFIG23t+t+nbQRoi499cIawl0JrMP6w0UCM7HmcdfZF6i9W/2HsKI8t2JHX+rxqMtt9r6H3Mq7Yv2Rd2B5YGURpIH25x32/q41naOB7N+NJcaUh/WDKYtQT7ZvlJ3AixzPIBkNfGvfMAuBKLtcgGl2/fVYSpJl57jB/l47gOsbwnbgYazh97Vur1hP2V4P+6/DCnJcC6wGLvb0vdPaX8BZHF81MNH+u6UA35dd0+qudQPa0dU+b4p9jzxU3/u3CWzagTWXXPYbfLkp772q7KpQZzfHVw148lr5A+9g/W9aDZzdVNeqGptGAKvs8l+AwfW9TibFsMFgMBgMrRivmRowGAwGg8FQd4wjYDAYDAZDK8Y4AgaDwWAwtGKMI2AwGAwGQyvGOAIGg8FgMNQTqUKMqJJ6J4hj2WVdpHIxsk5iicqtESuz6XlVtevWVicRmS+WaNomqYOolnEEDAaDwWCoARE5S0TerFA2Git3xQC1Mo0+U00Tf+R4TosyngSeU9XuQDZwo13+MPChWplOJwEv1cLEt4GnVfUUrORCmTXUL8c4AoYGQUTuEEsKs6jij8Wtzt/FkhX9nVvZRrGklMteThH53N53ZoV9efbxlzbR1zIYWi0iMsl+uswXkZ0icmaF/XX6Pdv7B4qVL7/Afh/YlN+pEahKjOgEpBJxLDtpWlViZJUKCtmjCk+LyAp7pOAWu7w3lpLkAtuOPD0xSVS1GEfA0FDsBx4DXq9sp4h0Ay7Hytlfjqr2UdU2qtoGCMVKcPKRvW9x2T57/wVYyZO+abyvYTAYRGQs1tPq9Vi/y5FYUt5l++v8e7aHvedgJeaJxOr45pQNh7dQqhIjqkhl4ljViZE9AlwrlnDWV8CddvmNWJkCh2DpnNxsZzTsARwRkU/t6YSnRcS3tl/COAKGBkFVP1XVz6g6d/s04H6guJpmRmLl7/6kiv1TgI9VNb/ehhoMhtrwf8A/1ZIEd6lqmtr57m3q83s+C0u85z9qyfY+j5UF7+wGt74BsTv5tVhP8xeJyFr7dQ61ECOSqsWxquMq4E21hLPOA2aKiA9WeuHJtj2/YDkTSbYdZwJ/wXIQugK/r+3JjCNgaHRE5HKgSFW/qqHqFOCTyjp6O8f2ZRzXdDcYDI2A/SSZDLS1g9hSReRFEQmy99f399wHWKcnprNdZ5c3W1R1mKoOxJK3nquqA+3XPKoWI3KnMnGsd6hejOxG4EP7/D9jpceOwXKc7nSzoYuqzrftWKuqu+wRhs+wFFVrhXEEDI2KLZbxL6xAmerqBWN19G9WUeUSLJGPHxrSPoPB8BviAD+s3+OZWDocpwIPn+TvuQ2QU6FqDtYUQkulKjGicrQScSxVvdZ2iKoSI9uLJX6GiJyC5QgcxBJOu01E/MrOaT8krcByKtrax58NbKrtlzCOgKGxeQSYqaq7a6h3CZaAUlUd/RTg7QpPEwaDoeE5Zr+/oKoHVPUQ8CzWEPUj1P/3nMfxALgywoDckzXYg7wOdBWRDVhP+1NUVUWkg4jUNGIC1vTKn0VkB9Yw/2t2+T1Y8/8pwPvA7+3/fa9idfCr7XP+DytIsBRrWuBbEVmPNXLwSm2/hBEdMjQoIvIYkKCqv7c/r8Ua8ioLiGmL9RTwpKo+6XbcAuBnVf17JW12BH4Feqrqzsb9BgaDQUT2YancvW1/vgT4G1YHU6/fs4iMw+o4O5Y59CKyB7hFVU0AsAdx1FzFYKgZe57LAfgCviISiPXPYgzWMGMZK4A/A1+7HZuANbx2axXNXwcsNU6AwdBkvAHcKSLfACXA3cAXWNHv9f09fw+UAneJyMvAzXb5d41gv6EOGEfA0FA8DPzD7fO1wP+p6iPulUSkFMhW1Ty34uuwnh6q6ugnA083oK0Gg6F6HsUKTtsGFGIFrj2uqoXulerye1bVYhG5GGt4+wms5DoXq2p1Kw8MTYCZGjAYDAaDoRVjggUNBoPBYGjFGEfAYDAYDIZWjHEEDAaDwWBoxRhHwGAwGAyGVkyrWTUQExOjiYmJnjbDYGj2rFq16pCqtq25pucwv2eDoXbU5vfcahyBxMREVq5c6WkzDIZmj53kpVljfs8GQ+2oze/ZTA0YDAaDwdCKMY6AwWAwGAytGOMIGAwGg8HQijGOgMFgMBgMrRjjCBgMBoPB0IqplSMgIrtFZL2IrBWRlRX23SMiKiIx9udwEflcRFJEZKOIXO9Wd4qIbLdfU9zKB9vt7xCR50VE7PIoEVlg118gIpF2udj1dojIOhEZ1BAXw2AwGAyG1kZdRgRGq+pAVU0uK7B14scBe93q3Q5sUtUBwFnAv0XEX0SisNTphgFDgX+UdezAdCxJyiT7Nd4ufwD4VlWTgG/tzwDnutWdah9v8HJyC0v4eFUqf3h3FT9sO8jB3CKMaJbBYGgK7v0ohWfmbfW0GY3CyeYReA64D5jjVqZAqP1U3wbIwtKlPwdYoKpZACKyABgvIt8DYaq6zC5/G7gYS996ApYzAfAWlp71/Xb522r1AstEJEJE2qvqgZP8PoZmRpGzlEVbDjI3JY1vN2dS5HQB8NX6dAAen9iXa4Z19qSJBoOhFZCSeoRubdt42oxGobaOgALzRUSB/6nqDBGZAKSpaoo9kl/Gi8BcYD8QClypqi4RiQf2udVLBeLtV2ol5QBxbp17OhBnb1fVlnEEvIBSl/LLrsPMWbufrzYcILfQSXSIP5OGdOSigfFk5RfzyNyNHMwr4vRuMZ4212AwtAKcpYrD1zvD6mrrCIxQ1TQRiQUWiMgW4EGsaYGKnAOsBc4Gutn1F5+soaqqtiNSa0RkKtbUAZ06dTpZEwyNTKlLeWnRDmYu20NmbhEh/r6c07cdEwbGc0a36BN+hO8s20NWfjHF9giBwWAwNCYlLhd+PlJzxRZIrdwbVU2z3zOB2cAooAuQIiK7gQRgtYi0A64HPlWLHcCvQC8gDejo1myCXZZmb1csB8gQkfYA9numXV5VWxXtnqGqyaqa3LZts06d3urJLSzh5rdX8u8F2+jTIYxpVw9i1d/G8uwVAxnVo+1vPPGnL+tPm0AHt76ziqOFJR6y2mAwtBasEYFW6giISIiIhJZtY40CrFDVWFVNVNVErKH5QaqajhU4OMauHwf0BHYB84BxIhJpBwmOA+bZQ/9HRWS4HVcwmeMxB3OBstUFUyqUT7ZXDwwHckx8QMtlz+F8LnlpKT9sO8ijF/fljeuHcn7/9gT6+VZ5TGxYIC9dM4h9WQX820sDeAwGQ/OhpJVPDcQBs+04AAfwnqp+U039R4E3RWQ9IMD9qnoIQEQeBVbY9f5ZFjgI/AF4EwjCChL82i5/AvhQRG4E9gBX2OVfAecBO4ACrFEIQwtk6Y5D/OG91QDMvHFoneb8u8SEIAK+Pt754zQYDM0HpxdPDdToCKjqLmBADXUS3bb3U3nsAKr6OvB6JeUrgb6VlB/GHl2oUK5YyxQNLZiZP+/mkc830TUmhFenJNM5OqROx3+2Jo2SUmXS0I41VzYYDIaTwFmqXvvQ0WpkiA3Nh5JSF4/M3ci7v+xlTK9Y/jNpIKGBfnVuJ6ZNAADzNqTTIy60oc00GAyGckpKXfh5aYyAcQQMTUp2fjG3vbuKZbuyuGVUV+47pxe+9RxumzCwA99vzeTZhdvo3zGCUT1MQKjBYGgcHD5Cqcs7E5h55ziHoVmyLSOXCdN+YvXeIzx7xQD+eu4p9XYCAESE/3dJf3rGhfKnWWvMUkKDwdBoBPj5lic08zaMI2BoEr7dnMElLy3lWEkpH0wdziWDEmo+qBYE+fsy+bREsgtKyMovbpA2DQaDoSIBDh+KnKWeNqNRMI6AoVFRVaZ/v5Ob3l5Jl5gQ5t5xBqd2iqz5wDoQGmjNcOWafAIGg6GRsBwB7xwRMDEChkajsKSUv366ntlr0rigf3uevmwAQf5V5waoL1Eh/gCs2pNNkgkaNBgMjUCAw5fCEu8cETCOgKFRyDxayM0zV5Gy7wj3jO3BHWd3p4ImRYMxtEsUQxOjeOTzjZzeLYZO0cGNch6DwdB6CfDz3hEBMzVgaHDWpR7hohd/YntGLi9fO5g7xyQ1mhMA4Ofrwz8u6k1hiYs1+7Ib7TwGg6H1EujwpajEOAIGQ43MTdnP5S//jK+P8MltpzO+b7smOW9CZDCBfj488fUWdh3Ma5JzGgyG1oM1IuCdUwPGETA0CC6X8sy8rdz1/hr6J4Qz544zOKV9WJOdPzzIj3dvGsaBnEK+2ZjeZOdtiSQmJtKvXz8GDhxIcnIyAFdeeSUDBw5k4MCBAP1EZG1ZfRH5q4jsEJGtInKOW/l4u2yHiDzgVt5FRH6xyz8QEX+7PMD+vMPen1jTOQyG5oKPeG8eARMjYDhp8ouc3P3BWuZvyuDK5I48enFf/B1N72MO6hSJw0fILXQ2+blbGosWLSIm5riuwwcffFC+LSLZwKf2dm9gEtAH6AAsFJEedtVpwFgs0bEVIjJXVTcBTwLPqeosEXkZuBGYbr9nq2p3EZlk17uyqnOoqnc+fhlaJKUu7xUd8s5vZWgy9mUVcOn0pSzcnME/LuzNE5f284gTAFaCobAgP1L2HSG/yDgD9cGS8SAKeN8umgDMUtUiVf0VS+hrqP3aoaq7VLUYmAVMsBVEzwY+to9/C7jYra237O2PgTF2/arOYTA0G5wu10klQGvOGEfAUG9+2XWYCdN+Yv+RY7x5/VCuP6NLowYF1oYbR3Th512HedpIE1eJiDBu3DgGDx7MjBkzTti3ePFigBJV3W4XxQP73Kqk2mVVlUcDR1TVWaH8hLbs/Tl2/araqmj3VBFZKSIrDx48WKfvbDCcLKUuxeGljoCZGjDUi1nL9/K3ORvoGBnMq1OS6dq2jadNAuD20d35esMB9hzO97QpzZYlS5YQHx9PZmYmY8eOpVevXowcORKA999/HyCr2gY8hKrOAGYAJCcne+dkraHZ4nQpgX7e6QiYEQFDnXDayoEPfLqe07rFMPv2M5qNE1BGaICfiROohvh462E7NjaWiRMnsnz5cgCcTieffvopnOgIpAHuOs8JdllV5YeBCBFxVCg/oS17f7hdv6q2DIZmgzePCBhHwFBrcgpKuP7NFby5dDc3jujC61OSCQ+qu3xwY+Pn8DGOQBXk5+eTm5tbvj1//nz69u0LwMKFC+nVqxeAe67mucAkO+K/C5AELAdWAEn2CgF/rGC/uWoFGSwCLrOPnwLMcWtrir19GfCdXb+qcxgMzQZnqeLr451dppkaMNSKHZl53Pz2SlKzC3jq0v5cMaRjzQc1EapKZm4Rx4pLeWXxLn7cdpBLBv1mitkAZGRkMHHiRMAaAbj66qsZP348ALNmzeKqq67ixx9/LK+vqhtF5ENgE+AEbi+L5heRO4B5gC/wuqputA+7H5glIo8Ba4DX7PLXgJkisgNr1GFSTecwGJoL3jwiIHaUsNeTnJysK1eu9LQZLZLvt2Zy5/tr8Pf14eXrBjMkMcrTJgFW7oLN6Ud5/MvNLN15uLz81lHd+Mu4Hl671KexEZFVqprsaTuqw/yeDU3N2Gd/oHtsG6ZfO9jTptSJ2vyezYiAoUpUlf/9uIunvtlCz3ZhvDJ5MAmR9c/jvyX9KLPXpPHA+F6ICC6X4lMLD1tVSUnN4acdhygqKaXI6eJATiFLdx7iUF4xAQ4f/jKuBx0igkiMCWFQA6sbGgwGQ4CfD8VeqjVgHAFDpeQcK+EvH6WwYFMG5/drz1OX9Sck4ORul8e/3Mzi7Yc4u2cs61JzePyrzfzpd0kEOHwpdrooclqdfJGzlKISF8WlLopKXPx6KJ+tGbnl7QQ4fIgM9mdE9xhGJLVlZI8YYkMDT/YrGwwGQ5UEOHy9VnTIOAKG37Bp/1Fue3cVadnH+NsFvbnhjMQGyQ8wMqkti7cf4soZy8rL/rNwe/m2n6/g7+tDgJ8vAQ4f++VLRLAfj0/sywX9OxAW6PB4rgKDwdD6CHB4r9aAcQQMJ/DRyn08/NkGIoL9mDV1OMkNGA9w44guPP7V5hPKPrntNHq3D8ff4eO1WbsMBkPLx9/h47UZS40jYACgsKSUR+ZuZNaKfZzeLZrnrzqVmDYBDXoOHx/hxhFdmLlsD7OmDmfzgaMM6hRpnvANBkOzxxoR8M6pgVqFVYvIbhFZLyJrRWRlhX33iIiKSIz9+V673loR2SAipSISVV07IhIlIgtEZLv9HmmXi4g8b6uSrRORQW7HTLHrbxeRKRjqzd7Dll7ArBX7uH10N2beOKzBnYAyzkyKodjpIq/QyTXDOhsnwGAwtAi8OUagLuurRqvqQPdlCCLSERgH7C0rU9Wn7XoDgb8CP6hqVnXtAA8A36pqEvCt/RngXKzkIknAVCwFM2zH4h/AMCxxkn+UOQ+GurFwUwYXvLCYfVkFvDYlmXvP6dWoQ/TDukTj7+vD4u0mV7zBYGg5BDi8d9XAyS60fg64D6gqGcFVHFcxqw53VbKKamVvq8UyrNSl7YFzgAWqmqWq2cACYHw9v0OrxFnq4qlvtnDT2yvpFB3Ml3edyZhT4hr9vEH+vgzpEsni7Yca/VwGg8HQUIQF+ZGVX4w35t6prSOgwHwRWSUiUwFEZAKQpqoplR0gIsFYnfMn1bVjE6eqB+ztdKCsR6qr8pmhFhzMLeK615bz0vc7uWpoRz6+9XQ6RtU/P0BdOTOpLVvSc8k8Wthk5zQYDIaTISEyiGMlpRzOL/a0KQ1ObYMFR6hqmojEAgtEZAvwINa0QFVcCPxUYVrgN+2o6o/uB6mqikiDuFy2szEVoFOnTg3RZItn5e4sbn9vNUcKSnjm8gFcNjihyW0Y0T0GgMXbD3GpB85vMBgMdaWjnUwtNftYo8VQeYpajQioapr9ngnMBkYBXYAUEdmNpRa2WkTauR02iQrTApW0M9TelWEP+WO/Z9rldVU+q2j3DFVNVtXktm3b1uarei2qyutLfmXSjGUE+fny2e1neMQJAOjdPozoEH+W7DDTAwaDoWWQEBUEwL6sAg9b0vDU6AiISIiIhJZtY40CrFDVWFVNVNVErKH5QaqabtcLx3IW5tTQzgZ7t7sqWUW1ssn26oHhQI49hTAPGCcikXaQ4Di7zFAJRc5S7v14Hf/8YhNn94pl7p0jOKV9mMfs8fERRiTFsHj7IVwu75tvMxgM3kfZiMC+bO9zBGozNRAHzLaXeTmA91T1mxqOmQjMV9X8WrbzBPChiNwI7AGusMu/As4DdgAFwPUAqpolIo9iSaEC/LPCFITB5mBuEbe+s4pVe7L545gk/jgmqVb5/RubM5PaMmftfrak59K7g+ecEoPBYKgNIQEOokL82Zd1zNOmNDg1OgKqugsYUEOdxAqf3wTerG07qnoYGFNJuQK3V3HM68Dr1dnV2tmQlsPUt1eSVVDMtKsHcX7/9p42qZwzk8riBA4aR8BgMLQIOkYGkeqFIwJGp9VL+Xr9AS5/+WcU+PjW05uVEwAQFxZIz7hQfthm8gkYDIaWQUJUcOuMEVQzXuoAACAASURBVDC0LFSV/y7czm3vruaU9qHMueMM+saHe9qsSjm3XzuW7jzMhrQcT5tiMBgMNRIfEcT+nEKvyyVgHAEv4lhxKXe8t4bnFm7j0kEJvD91eLOW571hRBcig/148pstnjbFYDAYaiQqxJ9ip4uCYu9SITSOgJew/8gxLnt5KV9tOMBD553CM5f3J8Dh62mzqiUs0I/bR3dn8fZDJuWwwWBo9kSF+AOQ5WVJhYwj4AWs2pPNRS/+xN7DBbw+ZQg3j+zaYsR8rjutM/ERQTz5zRZKzVJCg8HQjIkKNo6AoRny8apUrpqxjJAAXz79w+mM7hXraZPqRIDDl/vG92RD2lGe/3a7p80xGAyGKolqYzsCBcYRMDQDSl3Kv77azF8+SiE5MZLP/nAGSXGhnjarXlw0oAOXDkrgv99u57stGZ42x+tJTEykX79+DBw4kOTk4yKgL7zwAr169QLoIyJPAYiIv4i8YcuHp4jIWWX1RWSwXb7DlgsXu9zIihu8kvIRgTzjCBg8TG5hCTe9tYIZP+5i8mmdeeuGoUTac1ctERHh8Yl96d0+jD/NWsuew/k1H2Q4KRYtWsTatWtZuXJl+ec5c+aQkpICsBF4xq56M4Cq9gPGAv8WkbL/G9Pt/WVS4WUKoEZW3OCVlI0IZJsRAYMn2X0on4kvLWXx9kM8PrEv/5zQFz/flv9nDPTz5eVrByMi3PrOao55WVRuc2f69Ok88MADBARYYiq2HghAb+A7t7IjQLKtCRKmqsvsxF9vc6J8uJEVN3gdoQEO/HzF6xQIW34P0opYuuMQE6b9xKG8ImbeOIxrhnX2tEkNSqfoYJ66rD+bDxxl/qZ0T5vjtYgI48aNY/DgwcyYMQOAbdu2sXjxYoYNGwbQU0SG2NVTgItExCEiXYDBWIJf8VgaI2W4S4EbWXGDVyIiRIX4cyi3yNOmNCi1lSE2eJiZP+/mkc830a1tCK9OHkKn6GBPm9QoDE2MArwvKrc5sWTJEuLj48nMzGTs2LH06tULp9NJVlYWy5Ytw8fHZx+W9kdXrDTepwArsXRAlgK1Hq4xsuIGbyM+IojUbO/SGzAjAs2cklIXD81ez9/mbOSsHm355LbTvdYJAAgNdODv68PSnYe9LntXcyE+3nrYjo2NZeLEiSxfvpyEhAQuueSSsmWnBYALiFFVp6reraoDVXUCEAFsw5L9dtexdpcCN7LiBq+lY1Sw1ykQGkegGZOdX8x1r/3Cu7/s5dZR3ZgxOZnQQD9Pm9WoOHx9+PO4HizYlMGHK/fVfIChTuTn55Obm1u+PX/+fPr27cvFF1/MokWLyqoFAP7AIREJtmXDEZGxgFNVN9lD/0dFZLi9WmAyJ8qHG1lxg1fSMTKYAzmFOEtdnjalwTBTA82UbRm53PTWStKPFvLclQOYeGpCzQd5CbeM7Mqri3exZu8RrhxihoAbkoyMDCZOnAiA0+nk6quvZvz48RQXF3PDDTfQt29fgK7AhfawfiwwT0RcWE/p17k19wcsldEg4Gv7BUZW3ODFJEQGUepSDuQU0jHKO0ZnjSPQDPl2cwZ/nLWWIH9fPpg6nFM7ta6VVCJCeJAfRwtLPG2K19G1a9eyJYIn4O/vzzvvvAOAiGxW1bKVAruBnpW1paorgb6VlBtZcYPXUtb578suMI6AoeFRVV7+YRdPzdtC3w7hzJg8mPbhQZ42yyOEBvqRW+j0tBkNwoJNGeQVlbSqUR2DwVvpGGl1/t4UMGgcgWZCYUkpf/10PbPXpHFB//Y8fdkAgvybt2hQYxIa6OColzgCH67cx76sAuMIGAxeQPuIQHwEUrO8J2DQOALNgMyjhUyduYq1+45wz9ge3HF29xYjGtRYhAX5kXbEOzzu0ECH14xuGAytHT9fH9qHB7HPjAgYGor1qTnc/PZKjhaW8PK1gxnft52nTWoWhHlJ57k9I5cftx0iPMj81AwGbyEhMohUL1pCaJYPepDPU/Zz+f+W4usjfHzr6cYJcCM00I+jx1p2sKDLpTz+1WYO5RUx7ZpBNR9gMBhaBAmRwezLMiMChpPA5VKeW7iNF77bwZDESKZfO5iYNgGeNqtZERrgoMjpotjpwt/R8vzVgmInt7+7mu+3HuTqYZ3o1S7M0yYZDIYGomNUEBm5hRQ5SwlwtPxYLuMINDH5RU7+/OFa5m3M4Mrkjjx6cd8W2dE1NmFBVuKk3MISoluYk5RbWMI9H6awaOvB8pgPg8HgPXSMDEYV0rKP0bVtG0+bc9IYR6AJSc0u4Ka3VrItI5e/X9Cb689IbPVBgVURGmjdmrmFzhbjCKgq7y3fy+NfbqaguJS+8WHceGYX8zc2GLyMhEhrWXeqcQQMdWHF7ixunbmK4lIXb1w/lFE9TK706ihLpdxcAgaLnS4yjhaSmVvIsWIXRc5SipzWe7HTRZHTxYrd2Xyesp8zk2L489geDOwYYZwAg8ELcU8q5A3UyhEQkd1ALpbqmFNVk9323QM8A7RV1UMici9wjVv7p9j7skRkPPBfwBd4VVWfsNvoAswCooFVwHWqWiwiAVg654OBw8CVdqYzROSvwI22TXeparPNTf7Bir08/NkGEiKDeXVKMt28wINsbH7acQgRaBPY+L5qYUkpGUcLOZBTSHqO9X4g59gJnw/l1Sw76usj/Ol3Sdx5dhK+PsYBMBi8lbiwQPx8xWsCBuvyX3a0qh5yLxCRjlgCIXvLylT1aeBpe/+FwN22E+ALTAPGYumNrxCRuaq6CXgSeE5VZ4nIy1gd/HT7PVtVu4vIJLvelSLSG5gE9AE6AAtFpIeq1loetSlwlrr411dbeP2nXzkzKYYXrxpEeLB3iwY1BGv3HeGtn3dz7bDOdIkJOam2CoqdpNsd+v6cQtIrdPDpRwsrlTwOC3TQPjyI9hGB9I0Po11YEO3DA4kNCyAkwEGAwwd/hw8BDl8CHD4EOHwI9ne06iRQBkNrwddHbDniVjQiUA3PAfdxXF2sIlcB79vbQ4EdqroLQERmARNEZDNwNnC1Xe8t4BEsR2CCvQ3wMfCirXQ2AZilqkXAryKyw27/55P8Pg1GzrES7nhvNYu3H+KGM7rw4Hm9cPiaoMCaKHUpD3yyjtjQAO4dX2mK+3KcpS4O5BSy+3A+B46UdewndvQ5lSxBjArxp11YIO3DAzm1UwTtwwNpFx5kvwfSLiyQkAAza2YwGKomITLYa5IK1fa/nQLzRUSB/6nqDBGZAKSpakpl86AiEgyMB+6wi+IBd13ZVGAY1nTAEVV1upXHVzxGVZ0ikmPXjweWVWgrngqIyFRgKkCnTk2nYrfrYB43vbWSfdkFPHlpP6OgVwe2pB9lS3ouT17aj7BAP4qdLlKzC9hzuIA9h/PZbb/vOVzAvuwCSkr1hONj2gTQPjyQjlHBDO0SRbtwq8Mve6JvFx5IoJ95ajcYDCdHx6gg5m/M8LQZDUJtHYERqppmS5IuEJEtwINY0wJVcSHwkyflRFV1BjADIDk5WWuo3iD8uO0gd7y3GoevD+/eNJyhXaKa4rQtmsKSUvZlFbD7cAGPf7kJgOnf7+TFRTtIyz6Gy+0vF+LvS+foEHq1D+Wcvu1IjA6mU1QICZFBxIYFeMWaXoPB0PxJiAzmcH4xBcVOgv1b9ghiraxX1TT7PVNEZgOjgC5A2WhAArBaRIaqarp92CSOTwuApWXe0e1zgl12GIgQEYc9KlBW7n5Mqog4gHC7flVteZQ3f/qVf36xiR5xobwyOdlrJCobgvwi5wlP9Xuz8tl9yPp84GghWsFNCwvyIzE6hIkD4+kcHUJiTDCdo0OIDvE3kfgGg8HjuC8h7BEX6mFrTo4aHQERCQF8VDXX3h4H/FNVY93q7AaSy4IJRSQcy1m41q2pFUCSvUIgDctRuFpVVUQWAZdhrRyYwvGYg7n255/t/d/Z9ecC74nIs1jBgknA8npegwbhlR938fhXmxnbO47/XDmwVc0xl7qUw3lF5cF3ZRH4GTmF7Mu2nvQP5p4YdR/Txp/O0SEM7xZN5yiro28T4ODWd1YxumcsMyYnV3E2g8Fg8DzlSwizCrzfEQDigNn2U5gDeE9Vv6nhmInAfFXNLyuw5/jvAOZhLR98XVU32rvvB2aJyGPAGuA1u/w1YKYdDJiF5TygqhtF5ENgE+AEbvfkioG3lu7m8a82c36/9vx30kCvCgosLCm1ou7dOvj0HLfO/mghmblFlLpOfKR3+AhxYYHERwYxumdb66k+OoTO0cF0jg4uzxPgfp6rXlmGr4+YTHwGg6HZ0zHScgRSvSBgsEZHwI7yH1BDncQKn98E3qyk3lfAV1WcY2gl5YXA5VWc83Hg8ersagreX76Xf8zdaI0EtCAnQFU5UlBC+tHC8o6+bJldWaeffrSQIwW/jbpvE+Aoj67v1i2G9uGBxNmf24VZAXnRIf741GEt/YOz17N23xGmXzOY/gkRDflVDQaDocGJaeNPoJ8P+7Ja/hLC1jN+3Qh8vCqVB2evZ3TPtrx49an4edgJcJa6yCooJiv/xNfhvGKyC4o5nF/Mwdyi8if6IqfrhONFrKj7dmFW1P2QRCvqPs5eahdnd/JtGnjaY+GmDD5dncZdY5KMAqPBYGgRiIi9hNA4Aq2WuSn7ue/jFM7oFsP0awc3SrT6seJSDucXWZ15fjHZZR17fjFZecW/6fQrWzNfRkSwH1HB/sS0CWBgx4jyJ/p2bh18bGhAkzozqso7y/bwzy820TMulNtHd2uycxsMBsPJEhsawOG83yYka2kYR6AefLPhAHd/sJbkxChemZxc53XpJaUufj2Uz9b0XPZmFfzmCd7q7IsoLHFVerzDR4gK8S9/9ekQRnSIP1EhAUSF+Nnvx/dHBvs1uymLgmInD366ns/W7uesnm157oqBZumfwWBoUQQ4fMgrah56KCeDcQTqyLebM7jz/TUMSAjn9d8PqTalrMulpGYfY2tGLtsyctmSnsu29Fx2Hco7IRFOsL8vUSH+RIf4E93Gn6S4NpV27NEh/kSG+BMW6GjRS+h2ZOZx2zur2HEwj3vG9uD20d3rFE9gODkSExMJDQ3F19cXh8PBypUrAXjhhReYNm0aQB8ReUpV7xMRP+BVYBDW/4u3VfX/AbRW7RCDoYwAhy9FVTywtSSMI1AD+UVOfj2UT9/4cH7cdpDb3lnNKe3DePOGoeVz5arKwbwitqbnsjXd6vS3ZuSxPSOXguLjixn8HT4MSAhnymmJ9IkPo2dcGF1iQlpVfvov1u3n/o/XEeDny8wbhjEiKcbTJrVKFi1aRExMzAmf58yZQ0pKCoGBgRuxhMTACtYNUNV+drbQTSLyPlbGz1alHWIwVMTf4UNxacM6Aqv2ZPGfhdt56rL+tA8PatC2q8I4AtWwaEsm17+5AoD3bhrGzW+vJDYsgLvOTuLzlP0ndPzZlUTXV6TYlqpdsTsbH4EgP18Cy18+BPn7VijzJcjPx373JcCvbL8PQX6+hAX50bt9GJ2jg5v1CEFhSSnzNqbzwYp9LN15mEGdIph2zaAmu8kNNTN9+nQeeOABAgICACt5mL1LgRA7oVcQUAwcpZVphxgMlRHg8KGopOH81Y37c7h0unXblzibJBkuYByBKiksKS13AgCufvUXwFozetPbK2s8PizQQde2begaE0KXmBDiwgMpdrooLCm1Xy6O2dvHSkopcvucV+TkYG4RRU4Xx4pLKXSWcqy49DdR/u7n6pcQTr/4CPonhDOwYwQdIjzfyW5Nz2XWir3MXpPGkYISEiKDuG98T24a0RV/R/OKWWhNiAjjxo1DRLjllluYOnUq27ZtY/HixTz00EMAPUVkiKquwOqwJwAHgGCOq4m2Gu0Qg6EqGnJEILewhMmvWXnxesS1oVN002WmNY5AJRQ5S+n1t5pyJoG/rw9d7I6+S1vrvVvbELrEtCEy2K/Bn9JdLqXIdiaOlZSSlV/MhrQc1qXlsD41h9eW7KKkVBGBKaclcu85PZs8w2F+kZMv1u1n1op9rNl7BD9fYVyfdkwa0pEzusWYWIBmwJIlS4iPjyczM5OxY8fSq1cvnE4nWVlZLFu2DB8fn33AhyLSFevJvBRryD4SWCwiCz1htye0QwyG6mjIGIG5Kfs5bEui/2tivwZps7YYR6ASHpq9ocp9lw1OYMLADnSJCaFDeFCTdmw+PmJNH/j7Egl0iAiib3y4lW4Ry4HZmp7LJ6tSeevn3SzYlMEVyR0Z2zuOHnFtGnTlwLHiUgqKnRzMK2L2mjTmbUgnt9BJbqGT4lIX3dqG8PD5pzDx1Hii2wQ02HkNJ098vPWwHRsby8SJE1m+fDkJCQlccsklZc5rARAAxGAN8X+jqiVApoj8BCRjPdl7tXaIwVAT/g6fKkdq64Kq8uW6AwAM7BjB4M6RJ91mXTCOgBufrUnjTx+srbbOx6tS+XhVKjOuG0xsaCD+zegJN8DhS/+ECPonRHDhgA48+c0W/vPtNp5buA2Hj9AxKthW67NiCoqcLoqcpajC4M6RjO0dR2igg2KnNU2RnlNI2pFjpGUfY/+RY9b2kULSsgs4Wnh8yYyvjzAyKYYOEUG0CXAwtnccgztHNuu4hdZKfn4+LpeL0NBQ8vPzmT9/Pn//+99p06YNixYtYvTo0WA5Af7AIWAv1pz/TFtrZDjwH6z03l6rHWIw1Ia2oQEUl7o4lFdEzEk88HyyOo2lOw8D8KffJTX5/07jCNhk5hbW6AS4M3XmqvLtZ68YwISB8fg2I6cgOTGKj249nczcQpZsP8TOg3n8eiifXw8VsHJPNgIE+PkS4PDBWarMXpPGw59VPRISGuggPiKI+IgghiRGlmcYDPLzZVTPtsSGBjbdlzPUm4yMDCZOnAiA0+nk6quvZvz48RQXF3PDDTfQt29fgK7AhXYnPQ14Q0Q2AgK8oarrALxVO8RgqC292lliQ1vTc4npXj9H4HBeEX/5KAWA4V2jGNWjbYPZV1tEK+q/einJyclatl66MlSVX37NwlmqtA0N4Jz//FhpvbG94/jvpIF8tmY/D85eX15+aqcInrq0P0ktUIVKVdmemceP2w7idCkBDh8CHL7EhQUQHxlEh4ggwiqIBBm8FxFZparNWv6xpt+zwdAUHMorIvmxhfztgt7cOKJLvdp47ItNvLrkVwA+v2ME/RLCG9LEWv2ezYiAjYgwvGs0QLlkrsNHcFZQ1VuwKYOv16dz9bBOJMW1oajExa+H83l2/lbOf34Jz145gAv6d2hy+08GEaFHXGiLl9I0GAyGpiSmTQAxbfzZcuBovY5fn5pT7gRcOKBDgzsBtcWs4aqEiGA/EiKD+NsFvVlw90iuHd6J0MDjPtM9H6Uw8aWfWLUnm/jIIK4b3pkFfx5Fv4Rw7v1oHSn7jnjQeoPBYDA0Fb3ahbE1I7dex7718+7y7XvH9WwYg+qBGRGoBD9fHxbfN7o8YOOxi/vx2MX9UFV2ZObxzYZ05m1K54mvt/DE11voGRfKOX3iuOPs7jz46Xounb6Uxyf25cohZq2zwWAweDM924Xy7i97KHVpneLE1qUe4eNVqQDcMqprk+YNqIhxBKqgsqhNESEpLpSkuFDuHJNEanYB8zdmMG9jOi8u2oFLoU2AA6dLuf+T9bQJ8GNcnziPyxMbDAaDoXHo2S6UwhIXe7MK6BITUuvjPlxp5eMKD/Ljj2OSGsu8WmEcgZMgITKYG0Z04YYRXTicV8TCzRnM25jBd1us7Ky3v7cagBHdY3jt98lGXc9gMBi8jLKVA88t2MaQLlEkRAaREBFEfGQQwf6Vd7FHCop5Z9lewFp1VlW9psI4Ag1EdJsArhzSiSuHdCKvyMk3G9J5+LP1FJa4WLLjED0f/oZz+7bj/P7tOatnbLlgkcFgMBhaLj3bhTKwYwRfbzjA3JT9J+yLDvEnPjLIcg4ig0mItJZg/2fhdgDiI4IYc0pcrc5zrLiU/TlWTpftGXm4VJl8WmKDpGs3ywcbmaOFJfR/ZP4JZf4OH0Z0j2F8n3aM7R1HZIh/k9tlMFSFWT5oMNQdl0vJzC0i7UgBqdnH3F4FpGUfI/XIMYoryULYNz6MhIjgcochMtifzNxC9h+xErrtP3KMAzmFZNnph91ZfN9oOkZVH1tglg82A8IC/djy6HgWbz/EByv2snBzJsVOFxvScvhuSyaBc324emhnpo7sSrtwk5THYDAYWiI+PkK78EDahQcyuPNv97tcyqG8Iob+69vysmuGdSLtyDF2HMzj+22ZFLrpFrQJcNAhIpAOEUEM6BhBfEQQcWGB/H3OBgqKS5l29aAanYDaYhyBJiDQz5exveM4u1csN761gu+3HqSguJQhiZF0jArmrZ93886yPVwxJIFbRnZrsD+uwWAwGJoHPj7CD9sOln/e9ti5JwzrqypZ+cVkFxQTGxb4myRuLpfy97mWE/DohD6c3799g9lmHIEmxNdHeGVyMou3H2TO2v3MWbufwZ2jmPenkbz+0698uCKVWcv3MfHUeP4wunudIlANBoPB0Hw5kHOMez9eB8BrU5J/M7cvIkS3CahUpM1Z6uK+j9fx6Zo0bhnVlWuHVzLkcBIYR6CJ8fP14execYzuGYufrw8v/7CTd5btYVzvOD64ZThzU/bz3i97+WR1KhcO6MDto7ubjH8Gg8HQgnG5lCmvWzpa3dqG1DpAEKw4s3s+TGHBpgz+Mq4Ht4/u3uCiRLUKNxSR3SKyXkTWisjKCvvuEREVkRi3srPsuhtF5Iea2hGRKBFZICLb7fdIu1xE5HkR2SEi60RkkNsxU+z620VkyslcBE8gIjx5aX/euH4IFw5oz1cbDjD5teUkxYay+P7R3DyyKws2ZTDuuR+5deYqNqTleNpkg8FgMNSDhZsz2JaRB8BrU4bU+rjNB45y3n8X892WTB65sDd3nN04yoR1GREYraqH3AtEpCMwDkuqtKwsAngJGK+qe0UktqZ2gAeAb1X1CRF5wP58P3AuliRpEjAMmA4ME5Eo4B9YuugKrBKRuaqaXYfv43F8fYTRPWMZ3TOW20Z154FP1/Hg7PV8nhLNE5f249aR3Xjjp195Y+luvtmYztm9Yrl9dPcm16o2GAwGQ/1wuZRnF2wD4JJB8STWcso3O7+Ym95aSalL+ejW0xjUqfH+75/sAsTngPuwOuMyrgY+VdW9AKqaWYt2JgBv2dtvARe7lb+tFsuACBFpD5wDLFDVLLvzXwCMP8nv4lE6RQfz7k3DeOKSfmxIy2Hscz9y/yfr6NI2hB/vHc295/Rkzd5sLp2+lGteXcbPOw/TWpZ+GgwGQ0vljaW72ZJuaRHcOqpbrY5Zu+8IF7/0Ewdzi5gxeXCjOgFQe0dAgfkiskpEpgKIyAQgTVVTKtTtAUSKyPd2/cnVtWMTp6oH7O10oGwCJR7Y51Yv1S6rqvwERGSqiKwUkZUHDx6suLvZISJMGtqJBX8exVVDOrIuNYe7P0jhmld/YVSPtiy5/2weOu8UtqbncdUry7jifz/zw7aDxiEwGAyGZsjRwhIe+3ITAKN6tK1VvNc3Gw5w+ctLcZYq79w0jP4JEY1tZq2nBkaoapo9zL9ARLYAD2JNC1TW5mBgDBAE/Cwiy1R1W2XtqOqP7gerqopIg/RsqjoDmAFWApKGaLMpaBceyP9N6Ms/LuzD/E3p/G3ORiZM+4mpI7vyxzFJXHdaZz5cuY+Xv9/JlNeX0z8hnDtGd+d3p8ThUwfRC4PBYDA0Hu//spey57SpI7vWWP+TVanc+3EKAztG8PrvhxAR3DTJ5mo1IqCqafZ7JjAbGAV0AVJEZDeQAKwWkXZYT+fzVDXfjgX4ERhQRTtD7VNk2EP+2O9l0wlpQEc3UxLssqrKvQofH2F83/YsvHsUlw6KZ/r3Oznvv4tZn5bD5NMS+f7e0TxxST+OFJQwdeYqznt+MV+s20+pq8X4PAaDweCVbMvI5d/zrdiAU9qHcXq36Grrr913hHs+SuG0btHMvHFYkzkBUAtHQERCRCS0bBtrFGCFqsaqaqKqJmJ1/oNUNR2YA4wQEYeIBGMF+W2uop0N9mnmAmWR/1PsNsrKJ9urB4YDOfYUwjxgnIhE2isMxtllXkl4sB9PXTaAmTcOpbjUxeUv/8zf52wgt7CESUM78d09o3juygGUlLq44701nP/8YhZtyTRTBgaDweAhHv9yM8WlVqbAm8/sUmO0/7vL9hDi78v/rksmpIm1aGpztjhgtv0lHMB7qvpNVZVVdbOIfAOsA1zAq6q6QUS6VtPOE8CHInIjsAe4wi7/CjgP2AEUANfb58gSkUeBFXa9f6pqVi2/c4vlzKS2zPvTSJ6et7U8G+GQxChuPrMrE09N4KIB8Xy5/gDPzNvK9W+uYHjXKB449xQGdmz8OSaDwWAwWBQUO1m52+qS2oUFckH/DtXWzzxayNyU/VwyKN4jgnRGdKiFsjU9ly/W7efzlP3sPlzAhQM68MiFvYluE0Cx08X7y/fy/LfbOZxfzPn92vOXc3qaTIWGWmFEhwwthdzCEvZmFZAQEUx4sF/NBzQRD3+2vlxm+IFze9W4WuCRuRuZuWwP390zis7RDft/2ogOeTE924XSs11P7jw7if/9sJMXvtvBku0HeeSiPlw0oANTTk/k0sEJvPLjLl5ZvIt5G9OZNLQjd41JIjbUiBu1ZhITEwkNDcXX1xeHw0FZh/rCCy8wbdo0gD4i8pSq3ici1wD3uh3eH2sacK2IDAbexAoK/gr4ox3sGwV8ACQCu4ErVDVbrOHA/2KN8hUAv1fV1WAlCAMets/xmKq+haFVU+x0kV/kJK/ISX6xk5yCEn7acYhdh/LJL3KSX1RKSuoRipwuIoL9+PbPoypNz9vUfL81s9wJCPH35aqhnaqtv+dwPu8t38tlgxIa3AmoLcYRaOH4O3y4c0wS4/u2496P1/HHWWt595e93DiiwdQdqAAAIABJREFUC787JY67x/bgmuGdeOHbHby/fC+frk7jpjO7MnVkV48MQRmaB4sWLSImJuaEz3PmzCElJYXAwMCNwDMAqvou8C6AiPQDPlPVtfZh04GbgV+wHIHxwNe00gRhhvpRUuoiM7eIPYfz+WVXFpm5RWzan8P6tBwqxj37CHSODiEkwJcQfwe/6x3HutQjpGUfw+F7smlxTp6cYyXc9/E6gvx8OVZSypVDOhEeVPVIRXZ+Mde/uYIgP1/uHNO9CS09EdMTeAlJcaF8ctvpvLNsDzN+3MUtM1eREBnELSO7cvWwzjx6cV9uGNGFZ+Zt5flvt/Pusj3cNSaJq4Z2+o34haH1MX36dB544AECAqwnqioSgV0FzILy1T1hdqIvRORtrERgX2MlAjvLPuYt4HssR6A8QRiwTETKEoSdhZ0gzG6rLEHY+w3+RQ0eR1VZl5pDavYxvt+ayfxNGeQcKwGsjj4qxJ/E6BBuO6sbMW0CCAlw0CbAQUiAgz4dwoip8NR/8bSfiGkTUG2H21S8vuRXMnOLCLVtvnlklyrrHsor4paZq0jNPsY7Nw4jIdJzqrPGEfAifH2EKacncs2wTizcnMFrS37lb3M2MntNGk9d1p/usaFMu2YQN+87whNfb+Yfczfy2pJf+cs5PbmgX3uTg6CVICKMGzcOEeGWW25h6tSpbNu2jcWLF/PQQw8B9BSRIaq6osKhV2J15mAl8Ep12+ee1KtREoQZWj45BSX8e8FW3v55DwChAQ7G9oljaGIUcWGBDE6M/I38bk3trUs9wh2jPfc0Xcaug3n878edAOQWOXnikn60Dw+qtO6avdnc/PYqjhaW8J8rBzK0S1RTmvobjCPghTh8fRjftz3n9GnHZ2vT+L/PN3Hef5dw15ju3DKqGwM7RvD+zcP5fttBnvx6C3e9v4ZXftzFA+f24ozuMTWfwNCiWbJkCfHx8WRmZjJ27Fh69eqF0+kkKyuLZcuW4ePjsw9rFU9X++kdERkGFKjqhupbP5GGTBBmZyOdCtCpU/Xzrobmx2dr0nj4sw3kFTk5vVs094/vRa/2oQQ4fOvd5s+7DuFSGJHUtgEtrR8vfb+TwhJrueCZSTFcOaRjpfVcLuXB2Rvw9xXm3nEGvdqFNaWZlWLGhL0YEWHiqQks/PMoxvaJ45n527jwhSWsT81BxBI8+vKuM/n35QPIyi/mmld/4brXfmHjfqN06M3Ex1sP27GxsUycOJHly5eTkJDAJZdcUrbWuQBr6a+7VziJE4fq07ASeZXhntSrURKEqeoMVU1W1eS2bT3/j99QOzJzC7l15ir+9MFaencI466zu7N052EmTPuJa175hYyjhfVue/H2Q4T4+3JqJ88ukd6RmcfclP0AtAlw8MSl/avMG/D6T7+y+cBR/nJOz2bhBIBxBFoFMW0CmHb1IP533WAO5xdz8Us/8cTXWygsKcXXR7h0cALf3jOKh847hXWpOZz//BL+NGsN+7IKPG26oYHJz88nNze3fHv+/Pn07duXiy++mEWLFpVVCwD8gUMAIuKDldtjVlkFe+j/qIgMt1cDTObERGAmQZiBrem5jHnmBxZszuDu3/Xg7RuGcv0Zx+fNV+7JZvaa+iWFzS9yMm9jBqd3j8HPw4GCj36xiWKnNRrw8PmnEB9R+ZTAsl2H+X9fb2Fc7zgmntp8Zr/M1EAr4pw+7RjeJZp/fbWZl3/YybyN6Tx5af//z955h1dVpA389yY3lXQgnSTUhN6roKACAQugu6hY+GyoWNdVwV1Xdy27rKtiwUVdG9gQsaAiAkpHegmdECAQUgnpPTd3vj/OSbjEBAKkZ37Pc59zzpyZOe+ce2bOe2beeYdB7f1wdXLk3ss7MHlgO95Zc4QP1x/jx93JjO0eyO1Dwxnc3q9O1sHW1C+pqalMmjQJAKvVypQpU4iOjqakpIS77rqLHj16AHQArisfFgAuBxKUUkcrZTedM9MHl5o/0A7CNBjGcPd/uh1XZ0e+e+gyOrb1AOBkZiEAzo4OlJTZCPO7OCO5uauPkJ5XzPSRNVvRr67YEJfOmlhjUbt+YT7VDgkkZhXy0Oc7CPdz59XJvRtVe6odCrVQ1h9OZ+Y3uzmZWcjtQ8KZMS7qrOmEydmFfLDuGAu3JZBTZCUywJPbhoYzqW/DeL7S1B/aoZDmUrHZFPd9up01saf4/J7BDIjwo6DEyrJ9KTz/w34yC4xZAoPb+/G/qQMuyEAQICGjgKteW8M1PYOYfVOfuihCjcguLCX69bUkZxvDG99MH1blksHx6fnc+v5mcgpL+Xr6sBqtQlhbaIdCmmoZ3rkNy/90Oa8si+Wj347x64FUXrqhJ6Mi/QEI8nbjmWu78ecxkXwfk8j8jcf523d7+ffSg9zYL4Tbh4bTyb/+HmaNRtM0sJbZeGrRblbsT+Wp6EhKrDb+vDCGpXuTKSgpq4j37xt7ctPAizP6nPXzQRwEnoqOrC2xL5ii0jIeW7CzQgm4vndwlUrAoZRcbvtgM9YyG19MG1KvSkBN0YpAC8bd2cKz13Xjml5BzPh6N3d+tJUb+obwt2u74dvKWPnKzdmRmwaGMXlAO3YmZDH/t3i+2JLAvI3HGdaxNXcMDefqrgGNwpmHRqNpeH7YncQ35rj/pxuP83L2ITxdLIztHkhJmY3l+1Lo7O/Jjf1Cz5NT1WyNz2DJ7mQeu7pztdPz6hqlFA9/sZNVh4whAWeLQ5VKyeJdxkwJd2dHFt43lM6NUAkArQhogP7hvix5ZDhvr4zjv6uPsPbwKf5xfQ/G9wysGMcSEfqF+dIvzJdnri3my60JfL75BPd/uoMgb1emDArj5kFhtPVseBefGo2m/jl+Op85K+P4arvhXsJBDFfoT4/vSt8wH25+bxMnMwsZ1rE1/72130V9PBRby3j+h/0Eebty3+UNZxvw+ZYTrNifyvW9g/k+Jom7h7c/yyHQsfR8Xlqyn18OpNE/3Jc3bu7ToA6Dzoe2EdCcxf6kHGZ8vZs9idk8PS6K+86xWIa1zMbKg2nM33ic9XHpODkK43oEccfQcPqH+zYqYxhNzdE2ApqaoJQi/nQBS/cms2R3MvuScirO3dgvlBnjIvH3dCUpq5CJb28gPa+Yubf1Z0y3gBq1DUopjqXnE3Myi10nstiVkMX+5BxKyxSzb+rNpL4X16NwqSRmFXL1q2sYEOFLUWkZR0/ls/rJkXi6OlFmU7yz5giv/xKLi8WRh67sxD3D2zdoj6m2EdBcMN2Cvfh2+jAeWbCTf/98kDYeLtzQL6TKimtxdGBM90DGdA/kyKk8Pt10nEXbT/J9TBLdgry4fWg4E/oE4+6sHzONprnxl2/38sUWY3Gd1uZQIsBLk3pw6+BwwDCme/DzHWQVlPLp3YMZdg6HZafzitmVkEVMQhY7E7LYfTK7wvWwu7MjPUO8uWt4e4a0b83IyIbzIzFn5WHKbIqRkf688ON+XprUA09XJ/KLrdz/6XbWHU7nml5BPHddtyazwJvuEdBUSV6xlakfbmH78UyujPLnxYk9CK5mbqw9BSVWvtuZxPyN8RxMycXL1cIf+rfj9qHhehnkJoLuEdDUhI1HTnPL/zadFXZd72DevLkPIkJ6XjG3f7CFI2l5vHlLX6J7BAKGkd3h1DwOpeZyKCWHgym5HErJJS23GCgfUvCiTztv+rTzoXc7Hzr7e+LYCFygbzpqlPnWwWGsO5yOs6MDSx8dwYmMAh5fGMOexGxemtiDmwa2azQ9ojWpz1oR0FRLmU3x8W/xvLLsEI4OwtPjo7hlYFiN1iRQSrE1PpP5G+P5eW8KVptiROc2TLu8A8M7tWk0lUTze7QioKkpNpviu12J/Lg7mWt6BjGxbwiODkJSViFT/reJ+NMFTBkchr+nC4fMF3786fyKVQWdLQ509vcgMtCTroFe9Ar1pmeod6PsRcwtKiX69XU4OQo39AvltRWxfDB1AKsOpfHZ5hO4WBx4/aYzCk9jQSsCduiG4+I5cbqAp7/dzYa409zYL5RX/li9+8yqSMsp4ostCXy+5TipOcUMau/Hk2MjGRjRsAttaKpGKwKaCyExq5BDKTnkFllJyylm87EMfjmQelYcEYho3YrIAE+6BHoSFehJZKAnEa1bNYov/ZrwxFcxfLPjJO9PHcBjCwx3yd5uTizbl8r/DYvgwVGdGqWxtLYR0NQKYa3d+fTuwby6PJY5q+II83Pn4Ss71Xi1Qn8vVx69ujP3j+zAgi0JzFkVxx/f2cgVXdry5zFd6BXasH7CNRpNzcgtKiU2NZeDKbnEphjbzceqdgLZK9Sb24aEExXoSWd/T9ycL35xoYZm98ksFm0/yQMjO/Lj7mRyiqzEpxeQklPEc9d1O8ttclNEKwKaGiEiPD66C/Gn85n9SyzrDp/i5T/0ooPpNrQmuFgcmTosgskD2jF/Yzxz1xzh+jkbGNs9gMdHRxIZ2Djn2Go0LY0Sq40jp/KM7vzU3Ipu/cSswoo4Hi4WugR4MLxTG8psCk9XC56uThSVluHXypnnJ3RvFkOAZTbFi0sO4OPuRPdgL+auNpYaTs0t4uU/9GLygKpdCjcl9NCA5oJQSvH1jkRe+HE/To7Cjw+PIND74ixjc4tK+XB9PO+vO0peiZXrewfz2NVdtFFhA6OHBpo/Silyi62kZBeRlFVISnYRydlFFS//Y+n5WM2BfIuD0LGtMY4fGehJZICxDfV1axYv+vPx+eYT/OXbPfx1fFc+2nCMJNOT4JNjI3lwVKcGlu78aBsBO3TDUbscTs1lwtsbiAr0ZMG0oThbLn6ebGZ+Ce+tO8rHG+IpKbPxh36hPHJ152pX8NLULVoRaPoopUjNKSY2NZeEzIKKF72xNV78+XbufssJ9XUjKtCTLubLPirQi/ZtWl1S/W7KFJRYuerVNfh7ueLlamHd4XQAxnQL4J3b+td4eLQh0TYCmhqx6lAaqw6m8dx13c9ruJOUVciqQ2kUldro0LYVO05k0eWZpUwdGo7Vpiix2ii22ii2llFstVFiteHhYuGqrv5cGRVQpTGNbytnZkRHcedlEcxdfYTPNp3g252JTBkcxvRRHZvMXFyNpiFIzzNe+LEpucSm5Rnb1FxyiqwVcRwEArxcCfR2JTLQkyu6+BPkbRyXb/09XVvsC78qbDbFM9/tJSWniHZ+7hVKQJcAD16Z3LtJKAE1RSsCGt5eGce245m4OTsyMzrqrO6+mIQsvt2ZSFGp8WJfeTCtwsmHPfM2Hgcg2NsVFydHnB0dcHFywMXiwL6kHJbvTwX2EOLjRq9Qb/qG+XB114CzbAz8PV157rru3DuiA2+tjOPTTcdZsPUEU4dFcP/lHSvWP9BoWgJKKQpKysjILzF+BSVk5JWQWVBCQkYBh1JzOZyax+n8koo03m5ORAZ4cn2fYLoEGEZ6EW3caevhotcDuQBKy2w8+VUM3+1Kon2bVmwxDSJ7t/Pho/8beMGrJTZ2ajQ0ICLxQC5QBljtuxlE5M/AK0BbpVS6GTYSeB1wAtKVUleY4dHAG4Aj8L5SapYZ3h5YALQGtgO3K6VKRMQFmA/0B04DNyml4s00TwN3mzI9opRadq4y6K7Eqim2ljHsXysrGpNxPQJ5bXIfSqw2vt15kpd+OoDFwQEvNwvOFgfC/VrxzLVdCfJyw8XJAWdHB5btS+Fvi/eRWVDCY1d15uGrOp91DaUU+5JyWB+Xzp7EbPYmZnP8dAEAHdq0ok+YD71CvOkZ6kO3IK8K6+Ljp/N5/ZfDfLcrkVbOFu4e3p67R7RvdpWwsaGHBuoWm02Rnl9McpbRXV/eVZ+SU0RGfgmnzZf96fwSSqy2KvPwcLHQOcCDyABPOgcY4/ZdAjxo6+nSIsbt6xKlFA99vpMle5K5oktb1sQaCws9MLIjj4/uglMTU6hqzUbAVAQGlL/o7cLbAe8DUUB/pVS6iPgAvwHRSqkTIuKvlEoTEUcgFhgNnAS2ArcopfaLyELgG6XUAhF5B4hRSs0VkelAL6XU/SJyMzBJKXWTiHQDvgAGAcHAL0AXpdTvB71MmnLDUVcopVi8K4nHvtzF21P6sWJ/Ct/tSjorztVd/Xn1j33wdj/3yzeroIQnvorhlwNpbH/malp7nHs+bWJWIcv3pbDucDq7T2aTnmd4FXN0EDr7e9CnnQ9XRvlzeZe2JGQU8NqKWJbuTcHH3Yn7Lu/I1GHhjdLpSHNAKwKXRkGJlZOZhSRkFHAys5CkrMKKF35ydhGpOUWUlp3d7jo7OhDg7ULrVi74tXLGr5UzrVs542vu+7k74+dxZuvpYtEv/DpiTewppn64hSfGdOGV5bEAvHlLX67vHdzAkl0c9WEjMBt4ClhsFzYF46V+AkAplWaGDwLilFJHTeEWABNE5ABwpZkOYB7wd2AuMMHcB1gEzBHj6Z8ALFBKFQPHRCTOzH/jJZanRbF0bwqPfbkLgPfXH+Xd2/vTOcATBxFcLA4EersS3T2wRmNhnq5OtHIxHqeiar5i7AnxcePOy9pz52XtKwybdp/MYk9iNrtPZvPTnmQWbE3A3dmRG/qF8PjoLjw4qhOvLj/Ev38+yAfrj/HgqI5MGRyGi6Xpzk/WND2KSstIyiokwe5ln5BpbE9mFJzVVQ+G97wgb1cCvVwZEO5LkI8bQd6uBHm7VYzPt27lrF/sjYADyTn8eeEuQn3dmHZ5R9ydLbg6OTZZJaCm1FQRUMByEVHAu0qp90RkApColIqp9AB3AZxEZDXgCbyhlJoPhAAJdvFOAoMxhgOylFJWu/AQc78ijVLKKiLZZvwQYFOlvEKohIhMA6YBhIWF1bCoLYccu7H+fYk5ODk4XPR0mJ/2JLN4VxI39A25YGt/ESHQ25VAb2MBIzDG6DYfzWDxrkQWbjvJp5tOcFmn1kzoHcKUweF8uP4Y//hhP/9be5SHruzMHweENrkuO03TIi4tl+ve2kBh6dkdj06OQoiPG+383BnTPYBQX3dCfY3jdr7utPHQL/mmQGZ+CXd+tBWLgwPz7hqEs8WBu4Y3bUdBNaWmisBwpVSiiPgDK0TkIPAXYEw1efYHrgLcgI0isqmKeHWOUuo94D0wuhIbQobGzNXdAuCbPQCUlNnILiy9KIO8X/an8pdv9uDlauGv13StFdmcHB0Y3rkNwzu3Yea4KBZsTeDzzSd46uvdODoIY7oF8OhVnVl7+BR/+XYPc9fE8ciVnZnUN0QbRWnqBG835wol4JlrutIr1Id2fm74e7o2GTe5mqpRSvHU17s5nV/Mt9Mvo+MFOEprDtSoxVRKJZrbNOBb4AqgPRBj2g+EAjtEJBDj63yZUirftClYC/QGEgF7F0yhZthpwEdELJXCsU9jnvc241eXl+YCaOPhwu6/j6FjW8OBz8hXVhP9+lp+3ptCUlYh8en5HEvPp7Idic2mWHkwlS+3nuC15Ye4Z/422ni68OPDI85rG3AxtPZw4cFRnVg/YxQ/Pjyce4a3Z+PR07zx62GKSm2M7xmIm5MjTy7azejZa/luZyJlNq33aWqXtp4u/PjwcJwchfjT+Qxq70eQt5tWApoBn24+wYr9qcyIjqJHiHdDi1PvnNdYUERaAQ5KqVxzfwXwvFLqZ7s48ZjGhCLSFZgDjAWcgS3AzcBBDGPBqzBe2luBKUqpfSLyFfC1nbHgbqXUf0XkQaCnnbHgDUqpySLSHficM8aCvwKdtbHgxXMys4Bl+4yXe2xq3lnnBrf3o3+4b4V/gLi0PDYdPdu/+Kd3D2Z45+rXGq9tCkvKWLwrkY9/M5Y79nF3oo2HC6dyi8kuLKWzvwePXd2FcT1qZuOgOYM2Fjw3jy/cxYp9qez++xjd5d8MOJSSy/Vz1jO4Q2s+/r+Bza69qJVZAyLSAaMXAIxu/8+VUi9VihOP3awCEXkSuBOwYUwTfN0MH48xrdAR+LA8H/MaCwA/YCdwm1KqWERcgU+AvkAGcLOdseFfgbsAK/CYUmrpucqhFYGaUWK1sXRvMoUlZbg4OZCeW8Lbq+PIL7aavgEccXd25M7L2hPdIxAXiwNuTo4VhoL1jVKKTUczmPdbPMv3p6AA+0c6KtCTP43uwphuAbrRNomIiMDT0xNHR0csFgvl9eKtt97i7bff5tChQ0XAW0qppwBEpBfwLuCFUacHKqWKRKQ/8DHGEOBPwKNKKSUifsCXQAQQD0xWSmWahr5vAOOBAuD/lFI7zGtMBZ4xRXxRKTXvXGVoyPr86abjPPPdXq7u6s/joyPpFuzVIHJoLp1TucXc8r9NZBWUsPTRyxvl6oGXinYxbIdWBC4epVSTeImezCzgk03HWbAl4XdOj7oHe/HEmEhGRrZtEmWpSyIiIti2bRtt2pzpwVm1ahUvvfQSS5YswdXVdTsw3pz2awF2YPj2iBGRcuPeMhHZAjwCbMZQBN5USi0VkZeBDKXULBGZCfgqpWaYHwIPYygCgzEMiQebisM2YACGYfJ2jOnImdWVoSHrc5lN8c6aI8xdfQQHgT+PieT2IeEX9SWplCK7sJTl+1PJzC8hv6SM/GIrBSVW8oqN/fxiK8VWGzPHRTGkQ+s6KFHLJKeolIlvbyA5q4iP7hzYbO+tdjGsqRWayosz1Nedp8d15bGruvBDTBJL9iSz7vApbAr2JeVw58db6RHixYzoKIZ3atNkylUfzJ07l5kzZ+LiYnwR2U37HYMxVBdjhp8GEJEgwEsptck8ng9MBJZiTO8daaafB6wGZpjh85Xx9bFJRHzMfEYCK5RSGWZeK4BoDF8hjQ5HB+HBUZ0Y0y2Ap77ezXPf72PB1gT+dHXnilkv9iilKLbaSM0pYm3sKU7lFpNXXEZiVgHrDqdTUMnnfytnRwpKy6j8jTZ/YzxtPV1anCFbXWAtszFj0W7i0/P57J4hzVYJqClaEdA0O9ycHZk8sB2TB7Yjp6iUVQfT+HZnIqsPnWJvYg63f7CFQRF+/Gl0F4Z2bHkNgIgwZowxvn3fffcxbdo0YmNjWbduHX/9618BIkVkoFJqK8Z0YCUiy4C2GP47XsaYrnvSLlv7KbwBSqlkcz8FCDD3q5pCHHKO8MpyN6rpwJ0DPPnmgWF8uzORuauPMO2T7Qxq78cDIzvy0+5kDqXmcuxUPrnF1vNnZkdViwEB/LQnhdWHTvH8hB7c2C9EK7IXiVKKx77cxdK9Kfx1fNcW2QZURisCmmaNl6sTE/qEMKFPCKsOpvHkohjS80rYEp/BLf/bxIBwX54eH0X/cL+GFrXeWL9+PSEhIaSlpTF69GiioqKwWq1kZGSwadMmHBwcEoCFpu2OBRgODMQY1/9VRLYD2TW5lmkzUCvjjxc7HVgpRU6hlcSsQnKKSiu63QuKreQVWykoKSO/xOiCLyg29otKbTg6CI4OguWsrQOODuDo4IDFQXAQKCq14WdOu91yLKPCL/2lEuLjRqivG1d3DaBLoCftfN14+ps9PPFVDBvi0nlhYg88Gsg2pynzwfpj/Lg7mSfHRnLv5R0aWpxGgX6KNC2GUVH+rHpiJK8uj+WzzccpLVNsO57JjXMNh5TfTh9G3zDfBpay7gkJMT62/f39mTRpElu2bCE0NJQbbrih/CuzAHAB2mB8na+1MwT+CegHfIoxbbcc+ym8qSISpJRKNrv+y4cZqpv2m8iZoYTy8NWXUsZVB9P4+Ld4krIMF7/VfWWX42JxoJWLBXdnRzxcLLhYHLApsNoUZTabuVVYyxQ2peyObWet8mdPqK8b/p4u+Hu64u/lUrFfWFpGel4x/p4utLU719bT5bxeMj+/dwhzVsbxxq+x7DyRyZwp/VrkdLeLZe7qI/z754OM6RbAA1d0bGhxGg1aEdC0KDxdnfj79d15enwUvx05zeKdiRXrK0z6728AfPfgZfRp59OQYtYZ+fn52Gw2PD09yc/PZ/ny5Tz77LN4eHiwatUqRo0aBYYS4AykA8uAp0TEHSjB8CEy23zJ54jIEAxjwTuAt8zLfA9MBWaZ28V24Q+Z7sUHA9lmPsuAf4pIuRY2Bnj6Usq5/Xgma2JPEejlyvV9QujYthXBPm74uDnh7mLBw8URd2dLxcv/UrxS/nd1HC//fAiArkFeLH10xKWIfk4cHYRHr+7MkA5+PLpgF5P+u4G/ju/K1GEReqjgPLzxy2Fm/xLL9b2DebWZLSN8qWhFQNMicbE4MirSn1GR/rw6uQ8LtyXwtOllceLbGwD4+oFh9A9vXj0EqampTJo0CQCr1cqUKVOIjo6mpKSEu+66ix49egB0AK4zjfoyReQ1DL8fCvhJKbXEzG46Z6YPLjV/YCgAC0XkbuA4MNkM/wljxkAcRq/DnQBKqQwRecG8Bhh+Si6pf/2BkR35aW8yR0/l88WWE3i4WAjxcaNrkCddg7zoFuxF1yAvvN0ufSXL8jw+v2dwvY03D+7QmqWPjuCJr2L4+w/72ZuUw0uTeuh1N6ph6Z5kZv8Syw39QvjPH3prJ1CV0NMHNRoTm03xzc5Envgq5qzw9+8YYLhjbiE0F4dC+cVWVh5M40RGAel5xZw4XcCB5BySsosq4rTxcMHJUfD3dKFrkBdtPFwI8HKhW7A3LhYHwlq7n3fZ65/2JDP9sx389MiIevcpYLMpXv/1MG/+epi+YT68e1t//L1c61WGxs6K/ak8+PkOugV58eV9Q1qcsqT9CNihFQFNTVFKsWJ/KtM+2X5W+D+u784dQ8ObfRdsc1EEqiMzv4QDKTnsT8ohNjUXm4KEjAKOnMonI78Ye+/UFgfB4ih08vcgyNuNXiHelNoUTg5CVJAXZTYbqw+dYsHWBMZ0C+C9Oxrmti3dk8zjC2PwcrPw3u0D6N1Mh7YulMW7Enl8YQw9QryZd+dAfNwvfC2Vpo5WBOzQioDmYjiQnMO4N9adFfbixB7cNiS8gSSqe5q7InAubDZFam4RexNzsJbZ2JOYTbHV2KbmFHHjCx3ZAAAgAElEQVT8dEG1af99Y09uGthw0xr3J+Vw7/xtnMor5t839mRS39DzJ2rGfLbZ8AA5uL0f708d2GJnWGhFwA6tCGguhdScIibM2UBKzplu5eZoQwAtWxE4F0opCkvLcLU4kldi5eipfFwsDni4WPByc6oVe4NL5XReMdM/28HmYxlMu7wDM6KjWuR4+KqDadz58VaujPLnv7f2w9WpZQ0H2KMVATu0IqCpDZKyChk2a2XFsaeLhUUPDCMy0LMBpapdtCLQtCkts/H8D/v5ZNNxLu/Slrdu7ou3e8MrKfWBUoqvtp/kH9/vI9TXncUPXdailQCoWX3WC7drNBdAsI8b8bOu4YOpRr3KLbYy9vW13Pb+ZmJTcxtYOo0GnBwdeGFiD/45qSe/xaUz/s11bD9eO06OGjtf70jkqUW76Rnqzcd3DWzxSkBN0YqARnMRXNU1gIMvRHPbEGNMeH1cOmNmr+Whz3dwWCsEmkbAlMFhLHpgGA4OMPndTby9Kg6brfn2AKfnFTN7RSy9Qr357J4hBHm7NbRITQatCGg0F4mrkyMvTuzJkkeGE+JjNDo/7k5m9Oy1PPzFTuLStEKgaVj6tPNhySMjiO4RyH+WHeKOD7eQllt0/oRNjKSsQia/u5HT+cU8e223FmkXcSloRUCjuUS6B3uz5smRzIiOqgj7ISaJq18rVwjyGlA6TUvHy9WJObf0ZdYNPdl2PIPxb6xjTeyphhar1kjJLuKP72zkVE4xn9w9mAERLWfdkNpCKwIaTS1gcXTggZEd2fT0VTx8ZSfKXQ0YCsEaHl2wkyOntEKgaRhEhJsHhfH9Q8Pxa+XM1A+38K+lBygtszW0aJdEmU3x6IKdZBaU8MW0IQzUSsBFoRUBjaYWCfR25c9jIjnwfDQvTuxREb54VxJXvbqGP325i6NaIdA0EF0CPPn+oeFMGRzGu2uO8sd3NpKQUb1vhMbOnJVxbD6WwQsTeujFly4BrQhoNHWAq5Mjtw0JZ8tfruLaXkEV4d/uTOTKV9fw8Bc7OZae34ASaloqrk6O/HNST96e0o8jaXlc+9Z6Vh1KO3/CRsbmo6d549dYJvUN4cb+Ldt50qWiFQGNpg7x93JlzpR+rH1yFPeOaF8R/kNMEqNeWc01b64jXisEmgbgml5B/PDwcIK8Xbnr4628tvwQZU1kVsGOE5ncO38bYX7uvGDX86a5OLRDIY2mHiksKWNN7Ck+23ycdYfTK8JdLA58M30Y3YMbvntTOxRqWRSWlPG3xXtZtP0kIzq34Y2b++LXqvH65E/LKWLs62vxcnPi07sH087PvaFFatRoh0IaTSPDzdmR6B6BfHL3YHY9O5p7hhu9BMVWG9e8uZ6ImUvYfPR0A0upaUm4OTvynz/0YtYNPdl8LINr31zHzhOZDS1WlaTnFTP1o60UlpbxwdSBWgmoJbQioNE0ED7uzjxzbTeO/HM8c6b0rQi/6b1NRMxcQkxCVgNKp2lJlM8q+Pr+YTg4CJPf3cgnG+NpTD3GJVYbd8/bxrH0PN67fQCd/D0aWqRmg1YENJoGxtFBuLZXMPGzrmHR/UMrwie8vYGImUtYdbDpGXJpmiY9Q7358eHhjOjclr8t3sdjX+4ir9ja0GIB8OryQ8QkZPHa5D5c3qVtQ4vTrKiRIiAi8SKyR0R2ici2Suf+LCJKRNqYxyNFJNuMu0tEnj1fPiLiJyIrROSwufU1w0VE3hSROBHZLSL97NJMNeMfFpGpl3ojNJrGwIAIP479a3zFWgYAd368lYiZS9gW3zL8xWsaFh93Z96/YwBPjo3kh5gkxs5ey9oGdkC0+lAa7649yq2DwxjfM+j8CTQXxIX0CIxSSvWxNzoQkXbAGOBEpbjrzLh9lFLPny8fYCbwq1KqM/CreQwwDuhs/qYBc83r+gHPAYOBQcBz5cqDRtPUERGu6hpA/KxrWPLI8IrwP7yzkYiZS1i8K7EBpdO0BBwchAdHdeKr+4fh6uTAHR9u4alFMWQXlta7LEdP5fHnhTFEBnjyt2u71fv1WwKXOjQwG3gKuNSBpAnAPHN/HjDRLny+MtgE+IhIEDAWWKGUylBKZQIrgOhLlEGjaXR0D/YmftY1fH7P4IqwRxfsImLmEtbbzTrQaOqC/uG+LHlkBA+M7Mii7ScZO3stKw+m1tv1N8SlM/ndjQC8fWtfvZpgHVFTRUABy0Vku4hMAxCRCUCiUiqmivhDRSRGRJaKSPdz5WMSoJRKNvdTgABzPwRIsIt30gyrLvwsRGSaiGwTkW2nTjUf39qalsewTm2In3UNvzx+RUXYbR9sJmLmElY3QWcwmqaDq5MjM6Kj+O7By/B2c+Kuj7fx+Je7yCooqbNrFpaU8ffv93Hr+5vxcnNi4f1D6eTvWWfXa+nUVBEYrpTqh9FV/6CIXA78BXi2irg7gHClVG/gLeC78+RzFsowU60VU1Wl1HtKqQFKqQFt22rjEk3Tp5O/B/GzruHrB84YFf7fR1u5+b2NJGUVNqBkmuZOr1Afvn/4Mh65shPfxyQxevZalu1LqfXr7DyRyTVvruPj3+K587IIljw8go5t9QyBuqRGioBSKtHcpgHfAlcA7YEYEYkHQoEdIhKolMpRSuWZ8X8CnMoNCavIZ5B5iVSzyx9zW/6Jkwi0sxMl1AyrLlyjaRH0D/cjftY1vHFzHwA2Hc1g2KyV9HxuGcnZ51YIIiIi6NmzJ3369GHAgDOmOm+99RZRUVEA3UXkZQARiRCRQjvj33fK44tIf9P4N8406hUzXBv/NlNcLI48PiaSxQ9dRlsPF+77ZDv3zt9WK0tuK6V4Z80Rbpz7G8VWG5/fM5jnruuOm7MeDqhrzqsIiEgrEfEs38cwDtyqlPJXSkUopSIwuub7KaVSRCTQrkEYZF7jdDX57DUv8z1QXvmnAovtwu8wG5AhQLY5hLAMGCMivmYjM8YM02haFBP6hLD5L1dx/xUdAcgttjL0Xyu5Z942UrKrX3d+1apV7Nq1i3LvfKtWrWLx4sXExMQA7ANesYt+xM7493678LnAvZwx6C2309HGv82c7sHeLH7oMp6KjmTjkdOMmb2WmV/vPuczdy4KS8p4ZMEuZi09yLgeQSx9bATDOrWpZak11VGTHoEAYL2IxABbgCVKqZ/PEf8PwF4z/pvAzWZ3/7nymQWMFpHDwNXmMcBPwFEgDvgfMB1AKZUBvABsNX/Pm2EaTYsjwMuVmeOiOPLP8RWeCn85kMqQf/3Ks4v3kppz/sZ57ty5zJw5ExcXF6Ci165azJ47L6XUJrN+z+dsI19t/NvMcXJ0YPrITqx5ciT/N6w9X+84yRX/WcWspQfJLqj57IK4tFxumPsbP+5OYkZ0FHOm9MXL1akOJddURq81oNE0MxIyCrjjwy1nrW54ZZQ/s27oib+XK+3bt8fX1xcR4b777mPatGn06dOHCRMm8PPPP7Nly5Y84Eql1FYRicDoIYgFcoBnlFLrRGQAMEspdTWAiIwAZiilrhWRLKWUjxkuQKZSykdEfjTTrDfP/QrMAEYCrkqpF83wvwGFSin7XglMA+NpAGFhYf2PHz9eNzdQc1EkZBTw2opYvtuViJerE9NHdmTqsIhzWvp/H5PEk1/F0MrFwquTezMq0r8eJW4Z6LUGNJoWSDs/d1b++QrmTOlLZIBhab3yYBqD/vkri3clsn79enbs2MHSpUt5++23Wbt2LVarlYyMDDZt2gTGjJyF5ks8GQhTSvUFHgc+FxGvmsqijX9bDu383Jl9Ux+WPDyCvmE+/GvpQUa9spqF2xKqXNXw003HeXTBTnq38+Hnx0ZoJaABsTS0ABqNpvYRMdwWX9srmD0ns7luznoA5q4+ws+PGZN1/P39mTRpElu2bCE0NJQbbrgB07ynAHAB2iilTgHFAEqp7SJyBOiCYZxrvwi8vcFuqogEKaWSL8D4d2Sl8NW1cR809U+3YC8+vnMQG4+cZtbPB3lq0W7eWnmY7kHetPNzo52fO/uTcliwNYGrovx5+9Z+2j9AA6N7BDSaZk7PUG8+unMgAMEeQm6uYeGdn5/P8uXL6dGjBxMnTmTVqlXlSVwAZyBdRNqKiCOAiHTAMPQ7ahrt5ojIELPn4A7ONvLVxr8tnKEdW/Pd9GH899Z+dPH3JO5UHvM2HufZxfv4blcitw0J453b+2sloBGgewQ0mhbAqEh/Dr4QzbGjRxk+3HBbbLVamTJlCtHR0ZSUlHDXXXfRo0cPgA7AdUopZfr6eF5ESgEbcL+dYe504GPADVhq/sAw9l0oIncDx4HJZvhPwHgM498C4E4wjH9FpNz4F7Txb7NBRBjfM6hifQCbTXEqrxhPVwvuzvr101jQxoIajeYsamJc1NDo+qzR1AxtLKjRaDQajeacaEVAo9FoNJoWjFYENBqNRqNpwWhFQKPRaDSaFoxWBDQajUajacFoRUCj0Wg0mhZMi5k+KCKnMOY0XyptgPRayKehaS7lgOZTlsZSjnClVKP24Xue+txY7mN1NHb5oPHL2Njlg8Yj43nrc4tRBGoLEdnW2OdY14TmUg5oPmVpLuVoaBr7fWzs8kHjl7GxywdNQ8Zy9NCARqPRaDQtGK0IaDQajUbTgtGKwIXzXkMLUEs0l3JA8ylLcylHQ9PY72Njlw8av4yNXT5oGjIC2kZAo9FoNJoWje4R0Gg0Go2mBaMVAY1Go9FoWjJKqWb7A3yARcBB4AAwFOgDbAJ2AduAQWbcCcBuu/DhdvmUmeG7gO/twtsDmzHWV/8ScDbDXczjOPN8hF2ap83wQ8DYuiiLXZqBgBX4g13YVOCw+ZtqF94f2GPK9iZnho38gBVm/BWArxkuZrw48771q+dyNKn/BBgJZNvJ/KxdPtHmteOAmQ1Rlgaso5F292QXkAM8do7nLgrYCBQDT1TKqy7u41HgyAXIdytGfdgD/Ab0rof/+e4LvIfnauvqon04ZP5qJF8DtV+TLvAejqQZ1ecGbwjquJGZB9xj7jtjNNzLgXFm2HhgtbnvYffw9AIO2uWTV03+C4Gbzf13gAfM/enAO+b+zcCX5n43IMb849tjNDCOtV0W89gRWAn8VF6RzIf6qLn1NffLH+wtwBCzgiy1y/fl8ocZmAn82+56S834Q4DN9VWOpvifYDQcP1aRh6N5zQ5mHjFAt/ouS2P4mfciBQg/x3Pnj/GCeAk7RaA+7mMN5RvGmTo1DrNe1Nf/XEMZq2zrqIf2oSbyNXT7VcN7OJJmVJ8bvPLXYaPiDRwrf+DtwpcBN5n7twCfV5F2KHDA7vh3Lx3zAUoHLHZpltldY6i5bzHjCYZ293QlWYbWRVkwtNkHgY/tKtItwLt2cd41w4I4W/GpiIehiQaZ+0HAIfu0dmkq4tV1OZrif0L1DUeFjObx0+av3srSWH7AGGDDuZ47u7h/52xFoM7v44XIZ4b7Aon1+T9fhIwVbR310D7UVD4asP2qiYw0s/rcnG0E2gOngI9EZKeIvC8irTAesP+ISALwCsbNBkBEJonIQWAJcJddXq4isk1ENonIRDOsNZCllLKaxyeBEHM/BEgAMM9nm/ErwqtIU2tlEZEQjK6uuZXyqe76IeZ+VXIFKKWSzf0UIOA8edVHOaCJ/ScmQ0UkRkSWikj3ynJVun59lqWxcDPwhblf3XNXHfVxHy9UvrsxvjrrSz5qKmM1bV19tA/nla8RtF81/Z+bTX1uzoqABegHzFVK9QXyMbp2HgD+pJRqB/wJ+KA8gVLqW6VUFDAReMEur3BluIqcArwuIh3rqQzlXGhZXgdmKKVstSmEMtRSdQlZ1GY5mtp/ssOUuTfwFvBdPcvbqBERZ+B64KvK52rhuasNLFyAfCIyCkMRmFEv0nFh9/Acbd1FU4P/qab3sMHarwu4h82qPjdnReAkcFIptdk8XoTRcE8FvjHDvgIGVU6olFoLdBCRNuZxork9CqwG+gKnAR8RsZjJQoFEcz8RaAdgnvc241eEV5GmNssyAFggIvHAH4D/ml/N1V0/0dyvSq5UEQkyyxIEpFUu4wWUpbbK0eT+E6VUjlIqz9z/CXAyn6/qrl+fZWkMjAN2KKVSzePqnrvqqOv7GFZT+USkF/A+MEEpdbqe5EvkIu5hpbaurtuHqBrK15DtV43uYXOrz81WEVBKpQAJIhJpBl0F7AeSgCvMsCsxrEERkU4iIuZ+PwwDjdMi4isiLmZ4G+AyYL+pHa7CeFDBeAEsNve/N48xz680438P3CwiLiLSHuiMYeRSq2VRSrVXSkUopSIwXlDTlVLfYYwxjTHL5IsxFrbM7PrKEZEh5j24o5qyVC7jHWIwBMi260Kr03I0xf9ERALtnq9BGHXvNLAV6Cwi7c2vkZsxZkHUW1kaCbdwpjsWqn/uqqOu72P/msgnImEYiuDtSqnYepRvCzW8h9W1ddRx+4BhTX9e+Rq4/arpPWxe9VnVgeFBY/lhTOXahjE95DsM453hwHYMa8zNQH8z7gxgH8ZUkI2YU2owrID3mPH3AHfb5d/B/GPiML7+XMxwV/M4zjzfwS7NXzGsPw9hWrbWdlkqpfuYs43s7jLligPutAsfAOw1ZZvDGavi1sCvGC+0XwA/M1yAt834e4AB9VWOpvifAA+Zz1cMxvTCYXb5jAdiTRn+2hBlaeB62gqjEfW2C6vuuQvE6I3JAbLMfa86vo8TL0C+94FMzkwr21Yf//MF3sMq27o6bh+G11S+hmq/LvAeNqv6rF0MazQajUbTgmm2QwMajUaj0WjOj1YENBqNRqNpwWhFQKPRaDSaFoxWBDQajUajacFoRUCj0Wg0mhaMVgQ0Go1Go2nBaEVAU6uISGcRKRKRT6s496GIKBHpVCn8ZhE5ICL5InJEREaY4c4iskhE4s10I+upGBpNi8V0YPOBiBwXkVwR2SUi48xzt4pInt2vwKyb/c3zT4rIXjPdMRF5slLe8SJSaJd+eUOUUXM2WhHQ1DZvY3jXOgsRGQ78bj0AERkN/Bu4E/AELsdYXrSc9cBtGAt+aDSauseCsdjNFRjubp8BFopIhFLqM6WUR/kPYwndoxi+98Fw1HMHhnOtaOAhEbm5Uv7X2eUxpj4KpDk3lvNH0Whqhlnhs4DfgE524RaMhTmmYnjisucfwPNKqU3mcYUvbaVUCcYCJIhIWd1JrtFoylFK5WMs81zOjyJyDMPNcnyl6FOB+cr0TKeUetnu3CERWYzhAnxBnQmsuWR0j4CmVhARL+B54PEqTv8JWKuU2l0pjSOGa8+2IhInIidFZI6IuNW9xBqNpiaISADQBcOlrn14OEYP3vxq0gkwonI64DMROSUiy0Wkdx2IrLlAtCKgqS1eAD5QStmvC46ItAPuA56tIk0A4ISx0MYIDN/9fTG6IjUaTQMjIk7AZ8A8pdTBSqfvANYppY5Vk/zvGO+Yj+zCbgUigHCMRXiWiYhPbcqsuXC0IqC5ZESkD3A1MLuK069jdP1nV3Gu0Ny+pZRKVkqlA69hLNqh0WgaEBFxAD4BSjAW2anMHcC8atI+ZJ6/RilVXB6ulNqglCpUShUopf6FMZQ4otaF11wQ2kZAUxuMxNDyT5grc3oAjiLSDWPFreEiYj92uFFEHlVKfS4iJwH7la/0KlgaTQNjdut/gNFrN14pVVrp/GVAMMYywZXT3gXMBC6v3ENYBQrDwFDTgGhFQFMbvMfZxkBPYCgGD2BUcvuep2TgOs4YDX4EPCwiPwOlGPYEP5ZHFhEXzjQUziLiChQrvWymRlOXzAW6AlcrpQqrOD8V+FoplWsfKCK3Av8ERimljlY6Fwa0w5hV5AA8DLQBNtS++JoLQSsCmktGKVUAFJQfi0geUKSUOlU5rtljkG7XuLyA0RjEAkXAQuAluySHMMYTAZaZ2/b83npZo9HUAqYR4H1AMZBi1lmA+5RSn5nK+GTgxiqSvwi0BrbapftUKXU/xvTguRjTiIuAXcA4pdTpuiqLpmaI/rDSaDQajabloo0FNRqNRqNpwWhFQKPRaDSaFoxWBDQajUajacFoRUCj0Wg0mhZMi5k10KZNGxUREdHQYmg0jZ7t27enK6XaNrQc50LXZ42mZtSkPrcYRSAiIoJt27Y1tBgaTaNHRI43tAznQ9dnjaZm1KQ+66EBjUaj0WhaMFoR0Gg0Go2mBaMVAY1Go9FoWjBaEdBoNBqNpgWjFQGNRqPRaFowWhHQaDQajaYF02KmD2o0LZmi0jKi/vYzAPGzrmlgaTSalkNRaRkJGQUcP11AcnYhecVl5BdbyS+xUlBcRl6JlYJiK/klZRSUWLGW/X4hQEcH4ZpeQdw6OBxvN6dal1ErAhpNC+BUbnHFfkREBJ6enjg6OmKxWNi2bRu7du3i/vvvp6ioCKCriAxSSm0BEJGRwOuAE8YS0leY4dHAG4Aj8L5SapYZ3h5YgLEc7XbgdqVUiYi4APOB/sBp4CalVLyZ5mngbqAMeEQpVb7ktEbTJMjML2Ht4VPEpxdwPCO/4uWfZlf3ynEQaOVswd3FkVYuFmPf2RF/T1csDvL7vAtKePnnQ7z88yGu7hrA+1MH1KrsWhHQaFoArT2cAZg5LopZC2DVqlW0adOm4vxTTz3Fc889x7hx4xCRJOBlYKSI+AD/BaKVUidExB9ARByBt4HRwEmM9ee/V0rtB/4NzFZKLRCRdzBe8HPNbaZSqpOI3GzGu0lEugE3A92BYOAXEemilCqr+zuj0Vw8NpvityOn+XJbAsv2plBSZkMEAr1cCfNz54oubQnzcyestTthfu6E+Ljh6eqEq5MDIr9/4Z+LPSezuW7Oen45kMr6w+kM79zm/IlqiFYENJoWQE6hFQAPl6qrvIiQk5NTfugIJJn7U4BvlFInAJRSaWb4ICBOKXXUTL8AmCAiB4ArzXQA84C/YygCE8x9gEXAHDFawwnAAqVUMXBMROLM/DdeSpk1mouhqLSMotIyXJ0ccbFU/cJOzi5k0baTfLktgZOZhXi7OTFlcBg39AuhS4Anrk6OtS5Xz1Bvvpk+jBv++xt//2EfSx4Zjouldq6jFQGNpgWQWVACgK+7MyLCmDFjEBHuu+8+pk2bxuuvv87YsWN54oknAEKBp82kXQAnEVkNeAJvKKXmAyFAgt0lTgKDMYYDspRSVrvwEHO/Io1Syioi2Wb8EGBTpbxC0GhqmcKSMo6m55GSXURKThGp5jYlp5i0HGM/q6C0Ir4IuFgccHNyxNX8OTkKcWl52BRc1qk1T46NZGz3wDp5+VemX5gvL07swTPf7eWOD7bwxb1DcKhiKOFC0YqAptHy3OK9zNt4nOkjO/JUdFRDi9OkKW/cfN2dWL9+PSEhIaSlpTF69GiioqJYtGgRs2fP5sYbb0REEoAPgKsx2oj+wFWAG7BRRDZVd526RESmAdMAwsLCGkIETRMiM7+EfUk57EvKrtgeS8/HZmeLJwJtPFwI9HIl1NedARG+BHq54uZsoai0jOLSMgpLyygqtRk9BVYbhSVljO0eyB/7tyOstXu9l+vWwWFsPpbBDzFJnMgoIKJNq0vOUysCmkbJb3HpzNtorJXxy4FUrQhcIllmj4CPuzMhwcbYor+/P5MmTWLLli3MmzePN954ozx6JkbXPBhf56eVUvlAvoisBXqb4e3sLhEKJGIYAfqIiMXsFSgPx9y2A06KiAXwNuMnVpPXWSil3gPeAxgwYMDvTas1LRKlFIlZhexLymF/Uo65zSYpu6giTrC3K92Cvbm2VzCRgZ4EebsS6O1KWw8XLI5NZxa9Uoo1saf4IcYYuXNxqh3Za6QIiEg8kIth0WtVSg0wwx8GHjTDlyilnhKR0cAswBkoAZ5USq004/cHPsb4svgJeFQppUTED/gSiADigclKqUxz/PANYDxQAPyfUmqHmddU4BlTxBeVUvMu/jZoGhNfbz/Jn7+KAcDH3YnFDw5vYImaPplmj4ALJeTm5uLp6Ul+fj7Lly/n2WefJTg4mDVr1jBy5EgwhgAOm0kXY4zlWzDq9GBgNnAQ6GzOEEjEMPabYtbnVcAfMGYOTDXzAPjePN5onl9pxv8e+FxEXsMwFuwMbKnL+6FpmljLbBxNzzdf+MaX/v7knIoeLweBDm09GNjej25BXnQP9qZbsBd+rZwbWPLa4dXlscxZFUeIjxt/vaYrQd5utZLvhfQIjFJKpZcfiMgoDCOf3kqp4nJrYiAduE4plSQiPYBlnBnvmwvcC2zGUASigaXATOBXpdQsEZlpHs8AxmE0Cp0xGqC5wGBTcXgOGAAoYLtpsZx5wXdA0+jYcCSdNh4uBPu4svtkNn1fWM7wTm0Z3c2fK6MCaOvp0tAiNjnyio2GMj/7NMPHTQbAarUyZcoUoqOj8fDw4NFHH8VqtYJRX68AUEodEJGfgd2ADWOa4F4AEXkIo347Ah8qpfaZl5sBLBCRF4GdGMMMmNtPTGPADAzlAaXUPhFZCOwHrMCDesaAprTMRlxaHnsSs9mbmM2exGwOJOdQVGoDwNniQFSgJ+N6BNIt2JvuwV5EBXri7tx8O7r9vVy4ZVAY/7i+O86W2uvJuJQ79gAwy7T0rbAmVkrttIuzD3Az5w/7AV5KqU0AIjIfmIihCEwARppp5gGrMRqTCcB8pZQCNomIj4gEmXFXKKUyzLxWYCgVX1xCeTSNhNwiK208nFl0/zA2HzvNL/tT+eVAGr8cSEVkD33a+TC2eyC3Dg7D07X2nWs0R8rvU5ugMGJiYn53fvjw4Wzfvh0AETmolNpefk4p9R/gP5XTKKV+wlDoK4cf5czQgn14EfDHquRTSr0EvFSz0miaI2m5RayLTWdnQiZ7EnM4mJxDsdV46bdydqR7sDdTBoXTI8T40u/QthVOTahbvza4Y2gESqkLnnp4PmqqCChguYgo4F1zrK4LMEJEXgKKgCeUUlsrpbsR2GH2GIRgjCuWY28ZHKCUSlpTGJUAACAASURBVDb3U4AAc78qy+SQc4RrmgG5RaV4ulpwtjgwonNbRnRuy9+vVxxIzuWXA6n8eiCVWUsP8sH6Yzw1NpIb+4XWiuVsc8bX3VAEMgtKCPapne5EjeZSsJbZ2HEii9WH0lgTe4p9Scb0VQ8XC92Dvbh9SDg9Q73pEeJN+9atdB03qW0lAGquCAxXSiWa3f8rROSgmdYPGAIMBBaKSAfz6x0R6Y7hMGTMhQhkjhnWiiGQtjJumuQWWQn0cj0rTEToFuxFt2AvHrmqM7sSsvjHD/t4ctFuPtl0nJcm9qRnqHcDSdz48XU3xkgz80vPE1OjqTtSsotYE2u8+NcdTie3yIqjg9A/zJcnx0ZyRZe2dAvy0i/9eqZGioBSKtHcponItxjdficxHI0oYIuI2IA2wCkRCQW+Be5QSh0xs0nEsAYux94yOFVEgpRSyWbXf5pdmqqsiRM5M5RQHr66Crm1lXETJLfISmf/cz+afdr58PX9w/g+Jol/LT3Aje/8xr9v7MmkvqHnTNdS8TWNpcr9CWg09UFpmY3txzNZfegUqw+lcTAlF4AALxfG9wjiisi2XNapTZ34z9fUnPMqAiLSCnBQSuWa+2OA54E8YBSwSkS6YFgUp5suSZcAM5VSG8rzMV/yOSIyBMNY8A7gLfN0uTXxLH5vZfyQ6bVsMJBt5rMM+KeI+JrxxnDGAYqmiWMMDZy/YXBwECb2DeHyLm154NPt/OnLGA4m5/JUdBSO+oviLMp7BLK0IqC5RMpsiqKK+fV2c+zN/cLSMtJyi1gbe4oNcafJK7ZicRAGRPgyIzqKkZFtiQr0rJMubs3FUZMegQDgW/NPswCfK6V+FhFn4EMR2YsxTXCq2a3/ENAJeFZEnjXzGGMaE07nzPTBpeYPDAVgoYjcDRwHJpvhP2FMHYzDmD54J4BSKkNEXgDKbRKeLzcc1DRtlFLkFlnxdK25HatfK2c+vWcw//hhH++uPcqh1FxemtSTED0WXoGPaSOQoYcGNJxZEe+E3e90XknFC7641EaRtYzCkjKKrObL3twvrWJ1vKoI8nblut5BXNHFn8s6tdaGvY2Y87a2pgVw7yrCS4Dbqgh/EXixmry2AT2qCD+N4bmscrjC8FNQVV4fAh+eR3xNE+NkZiFWmyLI2/X8ke1wcnTgxYk9iQr04vkf9zPqldXcdVl7po/qiJdugHBydMDTxaKHBlog8en5rDqUxp6T2RUv/cor4hkr37lUuNF1dXKgdStnXH3OHFecszji5uxQse/idLYLXjcnR7zcLIT5ueuv/iZC851wqWmSbDtudOwMiPC7qPS3DQlnZGRbXl0eyztrjvDl1hM8clVnbh0cXqvzbpsivq2ctSLQAii2lrHlWAarDhrj8kfT8wFjRbzw1meviNfOz51wP3f8Wjnrl3YLRisCmkbFlmOZeLpa6BLgedF5hPq6M/umPtw9vD3//OkA//hhPx//Fs+9IzowsW9ItSvwNXd83Z3IyNeKQHNDKcXx0wVsOJLO6kOn2BCXTkFJGc4WB4Z2aM0dQ8MZFeVPeOtL90mvaZ60zBZR02jZFp/BgHDfWjH26xHizWf3DGZ17CleXX6IZ77by6ylB7mhXwi3DQm/JGWjKZJfUsb/s3fn8VGVVwPHfycJSSCBQDaWQAh72CPEgIiIC5vWUlwRq7ji2lr71q31VVu1tdYW7euKiiJWURHrhoAoosgStrBvIYSdrJCVLJOc94+5wQGBBEyYSXK+n08+c+eZ5945k+TOnHnus0Q1P7VLLsY3ZReWsnh7Dj9sy2ZRajZ7Dx0GIKZlUy4fEMMFPaIZ0iWSpoF1vyKeqf8sETA+o8zlnkd8dJ82tXZMEeGCHtEM7x7F6t2HeGfJTmYs383bS3aS1CmcG87pyCV92jb4ccsl5RWkZRUyphZ/t+bMKS5zkbwjlx9Ss1mUmsOm/e7Jd5oHBzCkSwR3nN+Zc7tG0ikyxJr4zSmzRMD4jF25RVRUKp2jar8JU0QYENuKAbGteOQXvfhwxW7eWbaTe95dzYXxe/nX1f1p2axhLExyPFXrp8e3aeHtUEwNuCoqWbs378g3/lW7DlJeoQT6+zGwo3vynXO7RtI3JsyGypqfzRIB4zNSM92dmjpHhtbp84SHBHL7+V247bzOTF+6kye/2Mil/17EK78e2GBnJ6z6BhnftnFdDqlPDuSV8O2WTBZsyWRxag4FpS4Aerdrwc3nduLcrpGcHRduzf2m1lkiYHzGwq1ZzjKiZ6ZTk5+fMHFIHAkdWnLXf1Zx87TlzLn3PCJCG97qhpsPFBDcxI846zDmM1wVlazefYgFmzNZsCXrSLLWLiyYX/Rvy7ldIxnSJbLBLKFrfJclAsYnpOw+xIzlu5h4TtwZn3ikf4eWvD4xkbEv/MCDH63jtRsGNrjrrJsP5NOjdXNrRvaiykpla2YByTtyWZaWy/fbssh35tpP7NiKh8bEc2F8NN2iQxvc/5/xbZYIGK9zVVTyx1nriG4exP+M7O6VGHq2bcH9o3rw1OxNLNyaxfAe0V6Joy6oulduHNGzdfWVTa2pqFQ27c9naVoOyTtyWZ6ey8Fi98yObcOCGdm7DRfGR9tc+8brLBEwXjf1hx1s3J/PS9cN8Oo0pBOHxPHmDzt4cUFqg0oEsgpLyS0qs/4Bday8opJ1e/Ocb/w5rEg/eOQ6f2x4My7u2ZpBnSMY1Cmc9q2a2rd+4zMsETBe9fWmDP4+ZwsjerX2+tC2wAA/Jg3rzOOfbeSTlL2MTYjxajy1ZfN+94pvNmKgdpW6KlizO49laTks25HLyp0HOVxeAUCXqBAuS2jHoE7hJHUKp22YrXthfJclAsZrVu48yN3vrqJPuxY8d02CT3xDunZQLLPXHeD+D9fSNqwpSZ1Ob6pjX3JkxEAbaxH4OQ6XVbBq10GWOd/4V+8+RJmrEnD/bq9ObM+gzhGcHRdOVPOG1+HUNFyWCBivSM0s4JZpy2nTIpipN55NiI9M+xsU4M+UGwZy+cuLue3tFdx+fmfG9GlLp8gQSl0V7MwpJi2rkO1ZRWzPLGR7dhE7c4pI7NiKxy7rTYfwZt5+CT+x+UABbVoE08p6n5+SUlcFK9IPsig1m2VpOazbm0d5heIn0LtdGDcM7kiS842/Ic9BYRo+33j3NY3Kmt2HuH36SgL8/Hj75kE+N1yvZbNA3roxiUnTV/DMnC08M2cLHSOasTu3mEqPFVjbhgXTOSqEi3u25st1+xkxeSH/vCqBS/u19V7wx7Fpf771DzgFpa4Kejwy58j9AD+hX/swbhnamUGdw0ns2MqW1DUNiiUC5oxRVWYs381jn2wgqnkQb950NrERvvcNGiA2ohlzfjeMZWk5fLx6LwUlLsb2b0fnqFC6RIXSKSrkqMWLopoH8fK329l7qNiLUf9UmauS7VmFDarz45m25rGRPtNiZUxdsP9uc0aUlFfwv/9dz4cr93Bet0ieH39WvZgoZVDnCAZ1jjhpnU9S9vLyt9u5rH87bh3a+QxFVjNp2YWUVyg9rUWgxoIC/Fl4/3Auef57/P2EbzZncln/dt4Oy5g607gXaDdnRHZhKVe8vJgPV+7htxd25a2bkupFElATi1Oz+cOHaxjUKZxnr+rnc4sXHW/EQFxcHH379iUhIYHExEQAUlJSGDx4MAkJCQA9RSTJ8zgicraIuETkSo+yiSKyzfmZ6FE+UETWiUiqiPxbnF6gIhIuIl859b8SkVZOuTj1UkVkrYgMqLNfSA11jAhh9r3n0SU6lN+8t5r73k8hv6Tc22EZUydqlAiISLpzYqeIyAqP8t+IyGYR2SAiz3iUP+yc1FtEZJRH+WinLFVEHvIo7yQiy5zy90Uk0CkPcu6nOo/HVfccxvc8M2czWzMKeGNiIr8f2aPBzG63+UA+t09fSafIEKbckEhQgO/NAb/pQD6B/n4/mbZ5wYIFpKSksGKF+3R+4IEHeOyxx0hJSQHYB3iez/7A34F5HmXhwGPAICAJeKzqgx14GbgN6Ob8jHbKHwK+VtVuwNfOfYAxHnUnOft7XceIED68/Rzuu7g7n67Zx5jnvmdpWo63wzKm1p1Ki8AFqpqgqokAInIBMBbor6q9gWed8l7AeKA37jeAl0TE33kzeRH3Sd8LuNapC+43mcmq2hU4CNzilN8CHHTKJzv1Tvgcp/MLMHVr0/58Ply5h4nnxHFRA5rZ7rutWdzwRjLNgvx586Ykn50ZbvP+ArpGh9LE/+SnuoiQn59fddcfdzJQ5TfAR0CmR9ko4CtVzVXVg8BXwGgRaQu0UNWlqqrA28CvnH3GAtOc7WnHlL+tbkuBls5xvC7A3497L+7GzDvOoYm/MH7KUq5+dQmfpOylxJkzwJj67udcGrgTeFpVSwFUtepNYiwwQ1VLVXUHkIr7G0MSkKqqaapaBswAxjrNhhcCM539j32DqHrjmAlc5NQ/0XMYH/O3LzfTPCiAey7s6u1QakVOYSn3vZ/CDVOTCQ0OYNrNScS09N3JYjYf+OmIARFh5MiRDBw4kClTpgDw3HPPcf/999OhQweA9sDDTt0YYBw//ZYeA+z2uL/HKYtxto8tB2itqvud7QNAVWZ4omMdG/ckEVkhIiuysrKqe+m16qzYVnzx2/N4cHQ8Gfkl3DsjhcF/+5onPt9IambBGY3FmNpW086CCswTEQVeVdUpQHfgPBF5CigB/qCqy3GfwEs99vU8qY892QcBEcAhVXUdp/6RNwhVdYlInlP/ZM9hfMT2rEK+25pFr7YtyC0qq/djrSsqlUv/vYgD+SXccX4XfndxN4KbnH5DlKpSUakEVPNt/Vilrgpe/nY7Ww4UkF9STv5hF3mHy8kvKSckMIDY8GbEhjejdYsgMvJLfzK5zaJFi4iJiSEzM5MRI0YQHx/PzJkzmTx5MldccQUisht4A7gYeA54UFUra3PCJ1VV5/3kVPaZAkwBSExMPKV9a0NIUAB3Du/C7cM6syQth3eTd/H2knTeWLSDpLhwJgyKZXSfNj/rf8IYb6hpIjBUVfeKSDTwlYhsdvYNBwYDZwMfiIhPdZkWkUm4rzkSGxvr5Wgan04RIdx7UTde+z6NEZO/4+rEDtx7UTfahAV7O7TT4u8ndGsdyoH8El79bjvfbc3ivG6R1a4Tn1dcjr+/HDXccGlaDo9/ugFXpTL3d8Nq3G9iz8Fi7vrPKtbuyaNLVAgtmwUSGRpIl6gQmgc3obDUxa7cYr7enEl2YSkAO7KKjjpGTIw7Z46OjmbcuHEkJyczbdo0nn/++aoqB/mxhS0RmOEkAZHAJSLiAvYCwz0O2x741ilvf0z5Xmc7Q0Taqup+p+m/qhVxL9DhBPv4HD8/4dyu7r97dmEpM1fuYUbyLn73fgotP2vC5We1Z8KgDnSNtpEapn6oUSKgqnud20wR+Rj3m8QeYJZzHTBZRCpxv1Gc7KQ+XnkO7muCAU6rgGf9qmPtEZEAIMypX6M3Dm9/g2js/PyE+0Z05/pzOvLCN6n8Z9lOZq3aw41D4rhzeJejWghUlZ05xe4FW3bkkppZwORrEugcFerFV/BTb0w8m282Z7BxXz7J6blM/WEHr36XRmCAH4kdW3Fu10gGdw7nYFE5a/ccYuG2bNbsPkSnyBC+/v35HMgv4a+zN/H52v1Hjpnwl3n86ZKejE86cbJa5qrkszX7eOKLjVRUKK9eP5BRvU++NkNxmTsp8Lx0UVRURGVlJc2bN6eoqIh58+bx6KOP0q5dOxYuXMjw4cMBmgPbAFS1U9W+IvIW8Lmq/tfpLPhXjw6CI4GHVTVXRPJFZDCwDLgB+D+nzqfAROBp5/YTj/J7RGQG7lbCPI9LCD4tMjSIO87vwqTzOrPUaSWYvjSdqT+4WwmuHdSBMX3aWiuB8Wni/hw/SQWREMBPVQuc7a+AvwBxQDtVfVREuuPuBRyLuyPgu7iThXZOeTdAgK3ARbg/tJcDE1R1g4h8CHykqjNE5BVgraq+JCJ3A31V9Q4RGQ9crqpXi0jv4z2Hqp6w905iYqJW9ZA23rE7t5jn5m9j1uo9hAYFcPuwzoQ1bcKyHbkk78gls8D9DbZVsyYcLC7n0V/04uahnao5qncVl7lI3pHLD6nZfL8tm80Hfrxe7CccNRNhdPMg8kvKUYU7h3dh0rDO3DptBYu359AlKoT5vz//J+st5BaV8e6ynby9ZCeZBaX0iWnBC9cOIC7y6FEANZWWlsa4ceMAcLlcTJgwgT/96U8sWrSIe++9F5fLxdq1a4uA81V1pee+HonATOf+zcAfnYefUtU3nfJE4C2gKfAl8BvnUkAE8AHu94mdwNVO4iDAC7g7/hYDN6nqSU9WXz6fc5xWgveSd5GeU0xY0yZcPiCGa5Ni6d7aWgnMmSUiK6s6+Z+wTg0Sgc7Ax87dAOBdVX3KGeI3FUgAynD3EfjG2edPwM2AC/idqn7plF+C+5qjPzBVVZ/yeI4ZuC81rAZ+raqlIhIMTAfOAnKB8aqadrLnOBFffuNobLYcKODZeVv4amMGAG1aBDOos3vO9kGdwukSFUrik/O5MD6af1zV38vRnpqsglJW7TpIZGgQPdo0p7jURdJfvz7y+CV92/DHS3rSpkUwL327ncnzt9K7XQteuyHxqBXqKiuVNxen88yczZS6KhnWPYqbz41jWLeoOp+roCZvHN5WH85nVWVJWg7vJe9mzvr9lFcoXaJCuLhXa0b0bM1Zsa0azFBa47tqJRFoKOrDG0djk5pZQFCA/0/WZl+16yDXvLqEqxM78NS4vl6M8Of757wt/N83qQC8e+sghnSNZMuBAu6fuYa1e/IYm9COpy/vd1T/gqyCUv7w4RoWbs3i4p7RPDg6nm5n8JukJQK1L6ewlM/X7mf+pgyWbM/BValEhARyYXw0F/dqzXndImkWWHcTva5Iz6W4rILzukX6xCqf5sypyflsUwwbrzleZ6rswlLuemcVbcOa8sCoeC9EVbvGJrSjQ6tmXD4ghg378nl41lpmrtxDi+AmvDhhwFELFOUdLuf7bVk8/ukGCkpcPPGrPvx6UKy9cTcAEaFBTBwSx8QhceSXlLNwSxbzN2Uwd8MBPly5h8AAP4Z2jWREr9aM6NWayFpeiOvKV5Yc2W4bFsyt53VmbEK7Wn8eUz9Zi4DxGa6KSm6YmszKnQeZddcQercL83ZIP4uropJ730/hi7U/7ff2q4R2iAgHi8s4WFxOblEpew4eRhV6tG7Ov689ix5tvHM92VoEzpzyikqWp+cyf2MmX206wO7cw/gJJMaFM7p3G0b1aVMr81S8v3wXD3607oSPXz4ghg6tmtGuZTBRzYMI8PNjR3YRh8sraNm0CYM6R9DpNPulGO+ySwMeGsobR0P2zJzNvPTtdp65sh9XJ3aofgcfl19STr/H5x33sdCgAFo2a0KrZoFHbrtFh3JWbCuSOoUTGOC9ZUAsEfAOVWXzgQLmrD/A3A0HjnQ87dc+jFG92zC6Txu61GAUTWGpiwN5JaRmFpJ3uIxtGYUcLq+gzFXJ4fIKvtuaRX6Jq9rjeAoNCuCdWwfRp12LU573wniXJQIeGuIbR0Myb8MBJk1fybVJHfjb5f28HU6dUFVyi8poHtzEqx/01bFEwDfsyC5izvoDzNlwgDW7DwHQNyaMFyacRceIH7+dF5e5WJF+kO+2ZvHt1iy2ZxXi+bYeFOBHSFAAgf5+BAb40cRfKCmvpKCkHAUKTjEpuHN4Fx4cXf8v2zUW1kfA1Avp2UX8zwdr6BsTxmOX9fZ2OHVGRIiwa7KmhjpFhnDn8C7cObwL+w4dZu6GAzz/9TYuf2kxr09MJLpFsDO51CFUIcCZ6Oiyfu3oEN6ULlGhtGoWSEyrpicdnaCqlLoqKSmv4K3F6by7bNeRobwAQ7tGsig1+8j9dj48pbY5PdYiYLzqcFkF4176gQP5JXz+m6G0b9XM2yE1etYi4Lu2ZxVy45vJ7M49fKTsnM4R3H5+Z86OCyckqHa+22Xkl/DQR2tZsCULfz9h3n3DanRZwviempzPvts+aRq8ykrl/plr2JJRwPPjz7IkwJhqdIkK5eO7zj2q7N3bBjG8R3StJQEArVsE88bEs7mgRxQVlcq/5m2ttWMb32OJgPEKVeXJL9xT7T44Op7zu0d5OyRj6oXI0CA2/WX0kfsHi8tr7diqSmpmAdOXpHPNlCUs2JJF27Bg7hzepdaew/ge6yNgvOLV79KY+sMObjo3jtuH+dRaVcb4vKaB/qT99RL25R0mPOT0V/VcmpbDzpwiNh8oYNP+fLYcKDiSWLQNC+aRS3ty45A4GynQwFkiYM64j1bu4ekvN3NZ/3b876W9bMIcY06Dn5/8rMtpby9J59FPNgAQ3MSP+DYtGNW7Df07tOSczhF0jGhm52YjYYmAOaM+W7OPBz5ay7ldI3j2qn51Pm++Meanvli7n8c+3cDFPVvz2GW9aN0i2KeHtJq6ZYmAOWM+X7uP372fwsDYVky5PpGgAFua1ZgzbfH2bO5zzsMXJpxlSyQb6yxozowv1u7n3hnuN583bzq7Vns4G2NqJi2rkElvryQushmvT0y0JMAAlgiYM2DO+v38dsZqBsS2tCTAGC+a+sMOyisqeeumJFo2O/1OhqZhsUTA1KnF27P57Xsp9G8fxps3JVkSYIyXHC6r4JPV+7ikb1ubHdAcxRIBU2c27Mvj9rdX0jGiGVNvPJtQSwKM8Zov1u2noNTF+LPr/4JepnZZImDqxK6cYm58czmhwQFMu9maIY3xtveX76JTZAhJncK9HYrxMZYImFpXXObipreSKXNV8vbNSdYMaYyXpWYWsjz9INec3cHmBjA/UaNEQETSRWSdiKSIyAqn7HER2euUpYjIJU55ExGZ5tTfJCIPexxntIhsEZFUEXnIo7yTiCxzyt8XkUCnPMi5n+o8Huexz8NO+RYRGVU7vw5TG574fCNp2UW8fN0AurVu7u1wjGn03l++iwA/4YoB7b0divFBp9IicIGqJhyzitFkpyxBVWc7ZVcBQaraFxgI3C4icSLiD7wIjAF6AdeKSC9nn787x+oKHARuccpvAQ465ZOdejj7jQd6A6OBl5zjGy/7ct1+3kvezR3nd2FI10hvh2NMo1fmquSjVXu5uGdroprbMtjmp+qi95YCISISADQFyoB8IAlIVdU0ABGZAYwVkU3AhcAEZ/9pwOPAy8BYZxtgJvCCuNu1xgIzVLUU2CEiqc7xl9TB6zE1tO/QYR6atY5+7cO47+Lu3g7HnEBcXBzNmzfH39+fgIAAVqxYQUpKCnfccQclJSUAPUUkSVWTReQ64EFAgALgTlVdA+4WPuB5wB94XVWfdso7ATOACGAlcL2qlolIEPA27i8IOcA1qpru7PMw7sS/Avitqs49Q7+OBuPj1XtYnJpDgL9Q6qokKjSINmHBLE/PJbeojKsSrTXAHF9NEwEF5omIAq+q6hSn/B4RuQFYAfyPqh7E/YE9FtgPNAPuU9VcEYkBdnsccw8wCPebxSFVdXmUxzjbR/ZRVZeI5Dn1Y4ClxxwrhmOIyCRgEkBsbGwNX6o5HcVlLm6fvhJXRSXPjz/Lpiv1cQsWLCAy8scWmwceeIDHHnuMMWPGICL7gGeA4cAO4HxVPSgiY4ApwCCPFr4RuM+/5SLyqapu5McWvhki8gruD/iX8WjhE5HxTr1rjmnhawfMF5HuqlpxJn4X9VF5RSX/Xb0XPxGuGNiezPwS7nt/zZHHmwcFUFjmQvXHff7w4RoS48LpFh3KkC6RJMa1sgmFDFDzRGCoqu4VkWjgKxHZjPvEfgJ3kvAE8E/gZtzfzCtwn9CtgO9FZH6tR14DTsIyBSAxMVGrqW5OU2Wl8vv317B+Xx6vXZ9Ip8gQb4dkTpGIkJ+fX3XXH9gHoKqLPaotBaq+VloLn5dszSjg5reWs+fgYQL9/RjTtw1RzYO4/fzOvP79DioqlYJSF5GhgYQGBZCeU4y/n3Bu10i2ZhTwzeZMXvp2O4H+fgzo2JIhXSIZ1j2K/u3DrCNhI1WjREBV9zq3mSLyMZCkqt9VPS4irwGfO3cnAHNUtRzIFJEfgETc3+w9B7C2B/bibiJsKSIBTqtAVTnObQdgj3OpIcypv/cExzJe8MzcLczZcIBHLu3Jxb1aezscUw0RYeTIkYgIt99+O5MmTeK5555j1KhR/OEPfwD3+fTwcXa9BfjS2bYWPi/ZtD+fPQcPc3Viez5YsYelaTlcGN+ah8f05O4LupKclktqViGpme6f1uUVPH15Py6IjwagsNTF8h25LN6ezeLtOUyev5V/fbWV/u3DuPW8zozq3cZa9BqZahMBEQkB/FS1wNkeCfxFRNqq6n6n2jhgvbO9C/c3gulO/cHAc8BGoJtz/XAv7qbACaqqIrIAuBL3dcWJwCfOsT517i9xHv/Gqf8p8K6I/At3y0M3IPnn/CLM6Zm+dCevLNzOhEGx3DK0k7fDMTWwaNEiYmJiyMzMZMSIEcTHxzNz5kwmT57MFVdcgYjsBt4ALq7aR0QuwJ0IDPVW3NbC59Yt2j0SJza8GU2b+LNwSxYXxrsT8BbBTbi4V2su5sQJeWhQABfERx9JDA4WlfH52n28sWgHv3lvNa2aNeH+UfFcm2RDDRuLmqR9rYFFIrIG94ftF6o6B3jGGSK4FrgAuM+p/yIQKiIbgOXAm6q61vmGcA8wF9gEfKCqG5x9HgR+7zQJRuB+E8K5jXDKfw88BODs9wHu5GIOcLddTzzz3lm6k//973ouio/mz7/sbW8a9URMjPvLdnR0NOPGjSM5OZlp06Zx+eWXV1U5iLtpHgAR6Qe8DoxV1Ryn+EStckda+I4pP2ofa+E7fd1ah9KvfRiT52/jcHkFX23M+FnHaxUSyPXnxPH1/wznzRvPpmt0KH/8eB2vfpdWSxEbX1dtIqCqaara3/nphhqRUgAAIABJREFUrapPOeXXq2pfVe2nqr+sah1Q1UJVvcqp20tV/+FxrNmq2l1Vu1Qdx+M5klS1q7NvqVNe4tzv6jye5rHPU85xeqjql5gz6p2lO3nESQJe+vUAmvhbU2J9UFRUREFBwZHtefPm0adPH9q1a8fChQurqjUHtgGISCwwC3fP/60eh1qO08LnzPsxHvhUVRWoauGD47fwgUcLn1M+3pk3pBPWwndSTfz9+M+tgxjbvx0A+/JKeOS/69idW/yzjuvvJ1wQH830WwYREujPc/O3Vr+TaRBs8ndzyv6z7OgkICjAeh7XFxkZGYwbNw4Al8vFhAkTGD16NKGhodx77724XC5wX58/39nlUdytdC85LT4uVU10rvFXtfD5A1OPaeGbISJPAqs5uoVvutPCl4s7eUBVN4hIVQufC2vhq1bz4Cb865oEBsa14k8fr+edpbt4Z+kuOoQ35dwukfSJCSM8xN1ZMDQ4gM6RIdVO8324rIL/LNvJk19sOkOvwvgKUW0cl9oSExN1xYoV3g6j3vtmcwY3v7WCC+OjedmSgAZJRFYeM3GYz7Hz+Ufn/2MBADcNieOH7TksTcuhoMT1k3rhIYE0beJPWNMmNAv0p6yikjKX+6fUVUne4XIKS11EhASSU1TG+d2jmHZz0k+OY+qXmpzP1iJgamxXTjG/m5FC73YteOk6SwKM8bb07CL2Hyrh8gEx3HhuJ248txOuikqyCkvJKSyj1FXBwaJy0rIL2ZFdRJlLyS4spbyiktDgAAL9/QgMcP80C/RnbEIMZ8fZokSNjSUCpkYOl1Vw+zsrERFevm6gTURijA/4y+cbCQzw4/cjfpzJM8Dfj7ZhTWkb5rnYlw3rNSdmPbxMtVSVP/13HZsP5PPc+ARiI5p5OyRjGr2vN2XwzeZM7r2oG9Etgr0djqnHLBEw1frPsl3MWrWXey/qxgU9or0djjGNXkl5BX/5fCNdokKYOCTO2+GYes4uDZiTWr3rIH/+bAMX9Ijitxd283Y4xhhg6g872JlTzPRbkmwWQPOz2X+QOaHswlLu+s8q2oQFM/maBPz8bMIgY7wtI7+EF75JZUSv1pzXLcrb4ZgGwFoEzHHlFJZy1zuryC0q46M7h1Q7BtkYc2Y8M2cLrgrlT5f09HYopoGwRMD8xLwNB/jjx+vIP+ziH1f1o09MmLdDMsYAKbsP8dGqPdxxfhfibJVPU0ssETBH5B0u58+fbWDWqr30atuCd27tT3ybFt4OyxiDe7nvxz/dQFTzIO65sKu3wzENiCUCBoBF27K5f+YaMgtK+c2FXfnNhd2sE5IxPuSTNXtJ2X2If1zZj9Age+s2tcf+mxq5ykrluflb+fc3qXSOCuGjO4eQ0KGlt8MyxngoKnXx9Jeb6dc+jCsGtPd2OKaBsUSgESspr+B/PlzDF2v3c+XA9jz5qz42Y6AxPuiVhdvJyC/lpesG2ugdU+ssEWikMvNLuG36StbuOcTDY+KZNKwzzupyxhgfsiO7iFe/S2NsQjsGdmzl7XBMA2SJQCO0aX8+N7+1nEPF5bz664GM7N3G2yEZY45DVfnTx+sICvCz4YKmzlgi0MikZhYw4bWlBAX4M/POc+jdzoYGGuOrZq3ay+LtOTz5qz62noCpMzXqFi4i6SKyTkRSRGSFU/a4iOx1ylJE5BKP+v1EZImIbHD2C3bKBzr3U0Xk3+K0RYtIuIh8JSLbnNtWTrk49VJFZK2IDPB4jolO/W0iMrE2fykN1d5Dh7n+jWT8/fyYMWmwJQHG+LDcojKe/GIjZ8W2ZEJSrLfDMQ3YqYwPu0BVE1Q10aNsslOWoKqzAUQkAHgHuENVewPDgXKn/svAbUA352e0U/4Q8LWqdgO+du4DjPGoO8nZHxEJBx4DBgFJwGNVyYM5vuzCUq5/fRmFpS6m35Jkk5EY4+P+75tt5Je4+Nvlfa2DoKlTdTFQfCSwVlXXAKhqjqpWiEhboIWqLlVVBd4GfuXsMxaY5mxPO6b8bXVbCrR0jjMK+EpVc1X1IPAVPyYV5hj5JeXc+GYy+/IO8+aNZ9OzrU0SZIwvy8wv4d1lu7j8rBib1MvUuZomAgrME5GVIjLJo/wep8l+qsc38u6AishcEVklIg845THAHo999zhlAK1Vdb+zfQBo7bHP7uPsc6Lyo4jIJBFZISIrsrKyavhSG5a8w+Vc/0Yym/cX8PJ1A0mMC/d2SMaYary8cDuuSrUZBM0ZUdNEYKiqDsDdVH+3iAzD3UzfBUgA9gP/dOoGAEOB65zbcSJyUU0DcloLtKb1qznWFFVNVNXEqKjGt0pXXnE517+xjI378nj51wO5ID7a2yEZY6rh2RrQMcIu4Zm6V6NEQFX3OreZwMdAkqpmqGqFqlYCr+G+Vg/ub+ffqWq2qhYDs4EBwF7Ac0qs9k4ZQIbT5I9zm+mU7wU6HGefE5Ubx6HiMq57Yymb9xfwyq8HMqJX6+p3MsZ43eT523BVKr+5sJu3QzGNRLWJgIiEiEjzqm3cfQDWV31wO8YB653tuUBfEWnmdBw8H9joNP3ni8hgZ7TADcAnzj6fAlU9/yceU36DM3pgMJDnHGcuMFJEWjmXJEY6ZQZ3EjDhtWVszSjk1RsGclFPSwLMj+Li4ujbty8JCQkkJrr7/qakpDB48GASEhIAeopIEpzeyJ3aHB3U2Kzdc4gZy3dx45A4YiOaeTsc01io6kl/gM7AGudnA/Anp3w6sA5Yi/sDu63HPr926q4HnvEoT3TKtgMvAOKUR+AeLbANmA+EO+UCvOjUXwckehzrZiDV+bmputcxcOBAbQwOl7n0qpcXa7c/ztZvt2R6Oxzjgzp27KhZWVlHlY0YMUJnz56tqqrOefite5NLgC+dc3EwsMwpDwfSnNtWznYr57Fkp644+45xyp8BHnK2HwL+frLnONlPQzyfKyoqdewLi3TgE19p3uEyb4djGghghVZzPlU7oZCqpgH9j1N+/Un2eQf3EMJjy1cAfY5TngP8pB+B8yLuPsFzTAWmniz2xqayUrl/5lqS03P5v2vP4vzuja9fhDk9IkJ+fn7VXX9gn7N9ZOQOsFREqkbuDMcZuePs/xUwWkS+xRkd5JRXjQ760jnWcOe404BvgQdP9Bz6YwfiRmHmqj2k7D7Ev67uT4vgJt4OxzQits5sA/LM3C18tmYfD42J57L+7bwdjvFRIsLIkSMZOHAgU6ZMAeC5557j/vvvp0OHDuDuc/OwU/1UR+7U5uigRiOroJSnv9xMYsdWjDurUb104wNsiuEG4vXv03hl4XauGxTL7cM6ezsc48MWLVpETEwMmZmZjBgxgvj4eGbOnMnkyZO54oorEJHdwBvAxXUVg6qqiJzS6CBn6PIkgNjYhjPTnqry8Ky1FJa6Jw+yxb/MmWYtAvVcZaXy5OcbefKLTYzp04Y//7K3vZGYk4qJcX/jjI6OZty4cSQnJzNt2jQuv/zyqioH+XEU0KmO3KnN0UFH0QY6HPjDlXuYvymTB0b1oFvr5t4OxzRClgjUYyXlFdz97ipeX7SDG4fE8cKEAQT425/UnFhRUREFBQVHtufNm0efPn1o164dCxcurKrWHHeHQTjFkTtau6ODGrzducX85bONDOoUzs3ndvJ2OKaRsksD9VRuURm3TlvO6t2HeOTSntx6nl0OMNXLyMhg3LhxALhcLiZMmMDo0aMJDQ3l3nvvxeVygfv6/PnOLrNx9+pPBYqBmwBUNVdEngCWO/X+UtVxELgLeAtoiruT4JdO+dPAByJyC7ATuPpkz9EYPPJf96jrf17d39YTMF5TNXyvwUtMTNQVK1Z4O4xakZ5d5KwdUMJz1yRwSd+21e9kTA2JyEo9enExn9MQzucV6blc+coS/nhJPJOGdfF2OKaBqsn5bC0C9czKnQe57e0VqCrv3TaIgR1t7QBj6qPJ87cSGRrI9YPjvB2KaeTsgnI9Mmf9fia8tpTmwQHMuutcSwKMqaeSd+TyQ2oOd5zfhaaB/t4OxzRy1iJQT7z5ww7+8vlGEjq05PUbEokIDfJ2SMaY01BZqTw7dwuRoUFcN6ijt8MxxhKB+uD179N48otNjOrdmufHn0VwE/sGYUx99d7yXSSn5/L05X2tNcD4BEsEfNxbP+zgyS82cUnfNvx7/Fk2PNCYemzfocP8bfZmzu0awTVnd6h+B2POAPtU8WHvLN3J459tZGQvd0uAJQHG1F+qyh8/XkelKk9f3s8m/jI+wz5ZfNT7y3fxyH/Xc1F8NC9MGEATSwKMqdc+SdnHt1uyeHB0PB3CbYlh4zvs08UHzV63n4dmreP87lG89OsBBAbYn8mY+u6LdfvpGNGM6wdbB0HjW+wTxscsTs3mdzNSGBjbild+PZCgAOtMZExDkJ5dRPfWzW0GQeNzLBHwIev35jFp+kriIpvxxsSzrUexMQ1EZaWyM7eYTpEh3g7FmJ+wRMBH7Dt0mBvfTCasaRPevnkQYc2aeDskY0wt2Z9fQpmrkrgISwSM76lRIiAi6SKyTkRSRGSFU/a4iOx1ylJE5JJj9okVkUIR+YNH2WgR2SIiqSLykEd5JxFZ5pS/LyKBTnmQcz/VeTzOY5+HnfItIjLq5/0avMu9Hvk6ikormHZzEm3Cgr0dkjGmFm094F7xMS7COgka33MqLQIXqGrCMYsXTHbKElR19jH1/8WPq44hIv7Ai8AYoBdwrYj0ch7+u3OsrrjXQr/FKb8FOOiUT3bq4ew3HugNjAZeco5fL81cuYeFW7N4cHQPukaHejscY0wtWrg1i9+9n0KrZk3o3S7M2+EY8xN1cmlARH4F7AA2eBQnAamqmqaqZcAMYKyzZvmFwEyn3jTgV872WOc+zuMXOfXHAjNUtVRVd+BevjSpLl5LXcvIL+GJzzeSFBfODefEeTscY0wtUVVeXJDKjW8m0zYsmE/uHmqX/IxPqmkioMA8EVkpIpM8yu8RkbUiMlVEWgGISCjwIPDnY44RA+z2uL/HKYsADqmq65jyo/ZxHs9z6p/oWPVKZaXywMy1lLoq+fuV/aw3sTENRFGpi7v+s4p/zN3CZf3aMeuuIcTaZQHjo2qaCAxV1QG4m/XvFpFhwMtAFyAB2A/806n7OO5m/sJajvWUicgkEVkhIiuysrK8Hc5PTP1hBwu3ZvG/v+hlvYmNaUAe+e965m44wJ8u6cnz4xNoFmizuRvfVaP/TlXd69xmisjHQJKqflf1uIi8Bnzu3B0EXCkizwAtgUoRKQFWAp6Ta7cH9gI5QEsRCXC+9VeV49x2APaISAAQ5tTfe4JjHRv3FGAKQGJiotbktZ4p6/bk8fc5mxnZqzXXDYr1djjGmFqyODWbj1fv5TcXduW2YZ29HY4x1aq2RUBEQkSkedU2MBJYLyJtPaqNA9YDqOp5qhqnqnHAc8BfVfUFYDnQzRkhEIi7s9+nqqrAAuBK51gTgU+c7U+d+ziPf+PU/xQY74wq6AR0A5JP6zfgBcVlLn47YzWRoUE8c6XNOW5MQ1HqquCRT9YTG96Muy/o6u1wjKmRmrQItAY+dj6sAoB3VXWOiEwXkQTc/QfSgdtPdhBVdYnIPcBcwB+YqqpVnQkfBGaIyJPAauANp/wNYLqIpAK5uJMHVHWDiHwAbARcwN2qWlHD1+x1z87dyo7sIt67bTAtmwV6OxxjTC157bs00rKKePOms225cFNvVJsIqGoa0P845dfXYN/Hj7k/Gzh2mGHVc/yk17+qlgBXneDYTwFPVReDr1m96yBvLt7BrwfHck6XCG+HY4ypJbtyivm/b1IZ06cNF/SI9nY4xtSYzSx4BpW5Knnwo7W0aRHMg6PjvR2OMaaWqCqPfbqeAD/h0ct6Vb+DMT7EEoEz6KVvU9maUchT4/rQPNjGExvTUMzdkMGCLVncN6I7bcOaejscY06JJQJnyNaMAl5ckMov+7fjwvjW3g7HNGJxcXH07duXhIQEEhPdE4Vec801JCQkkJCQANBXRFIARKSJiExzphjfJCIPVx3Hpgx3Kyp18efPNhDfpjk3DonzdjjGnDIb3HoGVFQqD360ltCgAB6zZkPjAxYsWEBkZOSR+++///6RbRE5CMxy7l4FBKlqXxFpBmwUkfdwT+j1IjAC94Rey0XkU1XdyI9Ths8QkVdwTxX+Mh5ThovIeKfeNcdMGd4OmC8i3etLB+Dnv97G/rwSXphwFgH+9t3K1D/2X3sGvL0kndW7DvHoZb2ICA3ydjjGnJB7dC7hwHtVRUCIM49HU6AMyMemDAdgw7483li0g2uTOjCwY7i3wzHmtFgiUMdSMwv4+5zNDO8Rxa8S6t0syKYBEhFGjhzJwIEDmTJlylGPff/99wDlqrrNKZoJFOGePXQX8Kyq5uKFKcN9babQikrlj7PW0apZEx4a3dPb4Rhz2uzSQB0qdVXw2/dSaBYYwDNX2MRBxjcsWrSImJgYMjMzGTFiBPHx8QwbNgyA9957D9xzdlRJAipwN9m3Ar4XkflnOmbwvZlCpy9JZ82ePJ4fn2CLCZl6zVoE6tCzc7ewcX8+f7+iH9Etgr0djjEAxMS4v2xHR0czbtw4kpPdk3K6XC5mzZoFRycCE4A5qlquqpnAD0AiJ57m+8iU4ceU47nP6UwZ7kv25x3mH3O3MKx7FL/s387b4Rjzs1giUEcWbcvmte93cN2gWEb0slECxjcUFRVRUFBwZHvevHn06dMHgPnz5xMfHw9Q7rHLLtzX/KumGB8MbKaRTxn+2CcbqFDlqV/1sZY+U+/ZpYE6cLCojN9/kEKXqBAeudRGCRjfkZGRwbhx4wB3C8CECRMYPXo0ADNmzODaa6/lu+++89zlReBNEdkACPCmqq4FaKxThs/dcIB5GzN4cHQ8HcJtaWFT/4nTS7jBS0xM1BUrVtT586gqt09fyYItmXx817n0iQmr8+c0pjaJyEpVTfR2HCdzps7nYxWWuhjxr4WENW3CZ78ZShMbLmh8XE3OZ/svrmUzlu9m3sYM7h/Vw5IAYxqYZ+du4UB+CX+7vK8lAabBsP/kWpS8I5c/f7aBc7tGcOtQW4fcmIZk3Z48pi1J5/rBHTkrtpW3wzGm1lgiUEtW7TrITW8mE9OyKc+PPws/P+tAZExDUbWoUERIEH8Y1cPb4RhTqywRqAXr9uQxcWoykc2DePe2wUTa7IHGNCifrtnHql2HeGB0D1rYgmGmgbFE4GfatD+f66cuo0VwE969bTCtbb4AYxqU4jIXf5u9mb4xYVw5oL23wzGm1lki8DOsSM/lmleXEBzgz3u3DSampS0/akxD88q32zmQX8Ljv+xll/xMg2SJwGmavzGD615fRkRoEB/ecQ6xETae2JiGZnduMa9+l8bYhHa2qJBpsGqUCIhIurMeeYqIrHDKHheRvU5Ziohc4pSPEJGVTv2VInKhx3EGOuWpIvJvZ+UxRCRcRL4SkW3ObSunXJx6qSKyVkQGeBxrolN/m4hM5Az6YPlubn9nJT3aNGfmHefYpCLGNFB/+3ITfiI8NCbe26EYU2dOpUXgAlVNOGZigslOWYKqznbKsoHLVLUv7ulEp3vUfxm4DfcUot2A0U75Q8DXqtoN+Nq5DzDGo+4kZ39EJBx4DBiEe1GUx6qSh7o2bXE6D3y0liFdInjvtsG2rLAxDdSS7TnMXneAO4d3oW2YXfYzDVetXxpQ1dWqus+5uwFo6swh3hZooapLnfnF3+b465Qfu3752+q2FPdiJm2BUcBXqpqrqgeBr/gxqagz2YWlPP2le0nhNyaeTUiQzdBsTENUUan8+bMNxLRsyqRhNieIadhqmggoMM9p6p/kUX6P02Q/9QTfyK8AVqlqKe71xfd4POa55nhrVd3vbB8AqlbpOdE65V5Zv/ylBdspdVXw6C96ERhg3SuMaahmLN/F5gMF/PGSngQ38fd2OMbUqZp+mg1V1QG4m+rvFpFhuJvpuwAJwH7gn547iEhv4O/A7acSkNNaUCsLIKjqFFVNVNXEqKion3Ws/XmHeWfZTq4Y0J7OUaG1EZ4xxgflFZfz7NwtJHUK55K+bbwdjjF1rkaJgKrudW4zgY+BJFXNUNUKVa0EXsN9rR4AEWnv1LtBVbc7xXtxrzNexXPN8QynyR/nNtNjn+OtU37G1y9/dWEaqspvL+pWl09jjPGy57/exqHD5Tx2WS9bYtg0CtUmAiISIiLNq7aBkcD6qg9uxzhgvVOnJfAF8JCq/lBVwWn6zxeRwc5ogRs4/jrlx65ffoMzemAwkOccZy4wUkRaOZckRjpldUJVmbvhABfFt7YRAsY0YKmZBby9JJ3xZ8fSu50tGmYah5r0dmsNfOxkxgHAu6o6R0Smi0gC7mb8dH68BHAP0BV4VEQedcpGOq0JdwFvAU2BL50fgKeBD0TkFmAncLVTPhu4BEgFioGbAFQ1V0SeAJY79f6iqrmn9tJr7q3F6ezPK+Hei37e5QVjjO9SVf7y+SaaBvrzh5HdvR2OMWdMtYmAqqYB/Y9Tfv0J6j8JPHmCx1YAfY5TngNcdJxyBe4+wbGmAlNPFnttyCsu58+fbQRgWHdLBIxpqBZsyeS7rVk8cmlPGxZsGhXr+l6NpTtyjmyn7D7kxUiMMXWlzFXJE59voktUCBOHxHk7HGPOKEsEqrFk+4+JwEU9o70YiTGmrry1eAc7sov431/0oom/vS2axsX+46uxeHs2w7pHkf70pQQF2HhiYxqazIIS/v11KhfGRzO8hyX7pvGxROAksgpK2ZpRyJAuEd4OxRhTR56evZkyVyWPXNrT26EY4xWWCJxE3uEyAFq3sI5DxjREy9JymLV6L5OGdbaJwkyjZYnASbRv1QwRSM8u9nYoxtSauLg4+vbtS0JCAomJ7jXErrnmGhISEkhISADoKyIpVfVFpJ+ILBGRDc7qocFOeb1eTbS8opJHP3GvJ3D3BV3PxFMa45Ns1ZyTCG7iT7uwpqTnFHk7FGNq1YIFC4iMjDxy//333z+yLSIHgVnOdgDwDnC9qq4RkQig3KlatZroMtxzfozGPTdI1WqiT4vIQ879Bzl6NdFBzv6DPFYTTcQ9L8lKEfnUWVCszkxbnM6WjAJevX4gTQOt/49pvKxFoBpxkc1Iz7ZEwDQO7qk7CAfec4pGAmtVdY3zeI6qVtT31UQz8kt4bv42hveIYmSv1tXvYEwDZolANeIiQkjPsUsDpuEQEUaOHMnAgQOZMmXKUY99//33AOWqus0p6g6oiMwVkVUi8oBTXq9XE33qi02UVVTy51/2tvUETKNnlwaq0SkyhLzD5RwsKqNVSKC3wzHmZ1u0aBExMTFkZmYyYsQI4uPjGTZsGADvvfcegOd03QHAUOBs3NN8fy0iK4G8mjyXqqqI1NpqosAUgMTExNM+5uLt2Xy6Zh+/vagbHSNCaiM0Y+o1axGoRtVa5GUVlV6OxJjaERPj/rIdHR3NuHHjSE5OBsDlcjFr1iw4OhHYA3ynqtmqWoy7L8AA6ulqoq6KSh77ZAPtWzXlruFd6uIpjKl3LBGoRm6Rewhhq2bWGmDqv6KiIgoKCo5sz5s3jz593Mt/zJ8/n/j4ePixMyC4V/XsKyLNnI6D5wMb6+tqorNW72VbZiGPXNrrSJJvTGNniUA1qhKB8VOWsHFfvpejMebnycjIYOjQofTv35+kpCQuvfRSRo9298ubMWMG11577VH1nc57/8K90mcKsEpVv3Aevgt4HffqoNs5ejXRESKyDbjYuQ/u1oQ0p/5rzv44K4dWrSa6nDpaTbTMVcm/v95Gv/ZhjOptHQSNqWJ9BKrh53QkWrc3j2Y2xMjUc507d2bNmjXHfeytt94C4M477zyqXFXfwT2E8NjyerWa6MyVe9hz8DBP/KqPdRA0xoO1CFQjwN/9hnFxz9bERVrHImPqo5LyCl74ZhtnxbZkuC0nbsxRrEWgGlUtApv251NZqfj52TcJY+qb175LY19eCc9e1f+MtQZUVirZRaVk5JVSXOairKKSMpfzU3HMrauScmcbETqGN6NzVAg7c4pZuDWLikolunkQbVs25azYlgyIbXVGXoNpHCwRqMYv+rXllYXbSc8p5vmvt3HfiO7eDskYcwp25xbzwoJULu3bliFdI6vfAThcVkFqZiG7DxZzIK+Ew+UV5B8uZ1duMYWlLkqP+fCu+kAvr6g88lhZRSV6GoMcRThqv+jmQTQN9Ccjv4SS8kpuOjfOEgFTq2qUCIhIOlAAVAAuVU0UkcdxTy9aNbPHH1V1tlP/YeAWp/5vVXWuUz4aeB7wB15X1aed8k7ADCACWIl7OtMyEQnCPWPZQCAHuEZV00/2HLWtd7sWR7YDrDXAmHrnz59txN9PeOQXx19dUFXZsC+f5em5pOw+xNo9eaTnFP3kQzzQ34/24U0Ja9qEJv5+NA8OINDfj8AA5+c421HNg2jdIpjQoAACA/xo4v/jY0HH2S/ATyivUHblFpOWVUhggB/DukXh5yeoKoeKy6k8nezCmJM4lRaBC1Q1+5iyyar6rGeBiPQCxgO9gXbAfBGp+hr9IjAC99jk5c584huBvzvHmiEir+D+gH/ZuT2oql1FZLxT75oTPYeqVpzC66lWRaXyj7lbjtyfdH7n2jy8MaaOfb0pg/mbMnh4TDxtw5oeKc8vKWfu+gPM25jBuj15HMgvAaBNi2D6dwhjbEI74ts0JzY8hDZh7g/yJv5yRi4rBAYIXaND6Rp99GqIImKTmpk6UReXBsYCM1S1FNghIqlAkvNYqqqmAYjIDGCsiGwCLgQmOHWmAY/jTgTGOtsAM4EXnDHLJ3qOJbX1Ipal5fDYpxvYfKDgSFmPR+bwyq8HMrpPm9p6GmNMHamoVP725WY6R4Vw07mdqKxUVuw8yDtLdzJnwwHKXJW0b9WUpE7hDO0WyXndIo9KFoxpLGqaCCgwz5kq9FVnqk+Ae0TkBmAF8D8kzsS1AAAgAElEQVTOmOMYYKnHvp7zhh87n/gg3JcDDqmq6zj1j8xBrqouEclz6p/sOY4QkUnAJIDY2NgavdDCUheD//o1haWu4z4+uHN4jY5jjPGuz9bsIzWzkMnX9OfVhdv5ePVe0rKLCAn0Z0JSLGMT2pHQoaUNJTSNXk0TgaGquldEooGvRGQz7m/sT+BOEp4A/gncXDdhnp5TnZt8cWo2E15fduR+YsdWXJ3YgQc+WgtA+tOX1lGkxpja5Kqo5HfvpwDw6sI0Nh8oYEBsSyZf058RvdoQGmT9pI2pUqOzQVX3OreZIvIxkKSq31U9LiKvAZ87d082b/jxynNwL0ca4LQKeNavOtYeZ3rTMKd+rc9Nvu/Q4SNJQNfoUD67ZyhNA/2pqFQe+Ggt94/q8XMOb4w5gx6ete7I9r5Dh3n5ugGM6dvWixEZ47uqnVBIREJEpHnVNu55wNdXLSriGAesd7Y/BcaLSJAzGqAbkIx76tBuItJJRAJxd/b71JltbAFwpbP/sXOTV81ZfiXwjVP/RM9x2qpaBycMiuWr+4bR1JlF0N9PSH/6Uu6+oOvPObwx5gxqEuB+a7treBdm33ueJQHGnERNWgRaAx8719ECgHdVdY6ITBeRBNyXBtKB2wFUdYOIfABsBFzA3VW9+UXkHtyLifgDU1V1g/McDwIzRORJYDXwhlP+BjDd6QyYizt5OOlznK62YU3Z+uQYAgNsskVj6rsnxvbhybF9bAIwY2pAtJGMSU1MTNQVK1Z4OwxjfJ6IrFTVRG/HcTJ2PhtTMzU5n+3rrzHGGNOIWSJgjDHGNGKWCBhjjDGNmCUCxhhjTCNmiYAxxhjTiFkiYIwxxjRijWb4oIhkATt/xiEigWNXX/QWX4nFV+IAi+VETieWjqoaVRfB1JYTnM++9Hs/EV+P0dfjA9+P0dfiq/Z8bjSJwM8lIit8ZWy1r8TiK3GAxXIivhRLXasPr9XXY/T1+MD3Y/T1+I7HLg0YY4wxjZglAsYYY0wjZolAzU3xdgAefCUWX4kDLJYT8aVY6lp9eK2+HqOvxwe+H6Ovx/cT1kfAGGOMacSsRcAYY4xpzFS1Qf4ALYGZwGZgE3AO8DiwF0hxfi7xqP8wkApsAUZ5lI92ylKBhzzKOwHLnPL3gUCnPMi5n+o83s8jjkxgD+6hJdnHxgFEAAuAQuCFY17PQGCdc9x/82NrTjjwFbDNuW3llItTLxVYCwzw+J3sA8qA3cDHx/udACOAlc5zrgQu9GIsSR5la4Bxtfj3ifOIJdOJZScw/XixeBw/1vk7/cFL/ytxwGGP8ldq8+/jcayJTv1twMRaPD97eMSeAuQDvztJjMOBPI/6j9bm/8AJ3gduOZUYPeJMATYAC+s4xjRg+yn8Du/3qLseqADCfel3CIQBn+E+zzcAN1X3v8jP+3/f4vzUNL5WuN+n1gLJQJ8z8H945POozj4v6/oJvPUDTANudbYDcb/ZP47HG7dH3V7OP16Q80fbDvg7P9uBzs4x1gC9nH0+AMY7268Adzrbd+G8KQPjgR3Arc5zrAWigedwv7n7HxNHCDAUuIOfJgLJwP+zd97hWVRZA/+d9N4rKSShBQgQIBBAEAUELCzFhqwrimtv28Wy6rerrnVRUVFW7IVVVwVFFBSUGiD0TgIESEhPII30+/0xk/gSEwjwJm/K/T3P+8zMnXvvnJl37syZc889d5h5Ey8FLjfTn6u76YDZwLPm+hVmPjHLbTCvyf0YD5BgoCtQCPy9kWsyEOhirscBGTaUxQ1wMNdDMV6SDlb6f/5ryvJ3s7wHxgu5APjrGe6vz4HPMO8nG9wrUcCuJmS74P/HTPcz/x8/jAfgISxeelZsq/ZAlnkPNCXjJcA3TZS94HvgTM+Bc5DRB9gDRJrbQa0lY3Pka3DdJgEr2uA1fNhiPRCjHTpxhnsR693vzZHveeBxcz0W+LE1r2FL/Wz+wm6RkzK0ysOYmqFF+hM0rgg8BDxksf09hgVhOPB9w3zmDZTHLy+n+nx1Zc11PwytWyyPYcqxvy5fI/LcjIUigPHy22exfQPwprm+Hwi1yLffXH8TuMGiTApw1LKsmZ4MfHiW6ykYDdK5DcgSDWRjKAIX+v84APnmvdLwHkgF5jYhwxSMB0L9/dTa9wpNKAJW+n/2m/sb/j+n5bNiex0PrD2LjJfQuCJgjXsgr+F1byRfc2S8G3jSFjI2R74GMn0M3NYGr+FDwOtmXdEY7dCOJu5FrHu/N0e+JcAoi7IHMT5kWuUattSvo/oIRAO5wDsislVE3hIRd3PfvSKyQ0TeFhFfMy0MwzRdR7qZ1lS6P3BCKVXdIL1hXZFAFUaj+xMw3kKOLsDCBnI0RZh5jIZyAAQrpTLN9SyMm7KxcyrAMHv9CZhkcU2KgCsauSaWXA1sUUpV2EoWEUkUkd0YJsA7zWt/Qf+Pub8MwxJxE3BHA1mubyiLiHgADwL/1+Aa2eJeiTbv759FZJRFnRf6/5zt/rc204FPziIjwHAR2S4iS0Wkr5lmjXvgpJn/TOfbHBl7Ar4i8pOIbBaRm1pRxuZeQ0TEDcOM/b9WlI9myvgq0Bujy3An8IBSqvYM9Vrzfm+OfNuBaQAiMhTDehB+hjqtfQ1bhI6qCDhg9EPPU0oNBEoxzDvzgG5APJAJvNgKcjgD72CYoCss5PgM+Is15VCG+qia2C0Ypqz1GBp33TXZCPyLJq6J+cB9FrjDlrIopTYopfoCQ4CHRMTlXOQ5A4LRFbALeNRClr3AvY3I8gQwRylVYqXj13Gu90omhgl6IIbi8LGIeDX3YGf5f1oNEXECfoNxjqfRQMYtGKFSBwBzga/aoIwOGP3VVwITgL+LSM9WENGhmfLVMQnjy7egFWQDzukaTsDoq++C0fZePZf7uimacb839xo+A/iIyDbgPmArhiWvXdNRFYF0IF0ptcHc/hzDASpbKVVjapj/wXBCA8MpLMKifLiZ1lR6PsbN4NAgvWFdmUAthrNJBoYT2iClVDa/aLKWcjRFhnmMhnIAZItIKIC5zGninPxMedab6Z9jKEu+GNeq4TVBRMIxHGNuUkodtKUsdSil9mI46cU1Uu85/T/mfleM/2FLA1kCgGONyJIIPCciaRhORQ+LyL0XKgvneK8opSqUUvnm+mYME2VPrPP/nO3+tyaXY1ibss8ko1KqqE75Ukp9CziKSMAZZDyXe8DbzN9UXc2SEeM/+l4pVaqUygNWAQNaQcbIZspXh+WX72nHaiH5zuUa3gJ8oQxSMbrtYs9Qr7Xu99jmyGfeh7copeIxrIiBGP4KrXENW4wOqQgopbKAYyLSy0waC+yp+2NNpmJ8BQIsBqaLiLOIRAM9ML5ONwE9RCTa1GinA4tNDXElcI1ZfiawyKKumeb6KAwzeE8zfTKw3zQp1R3DUo6mzicTKBKRYSIiGDdgY8drKMdNYjDMlCMN44UxHuOr5SBGA/2+4TURER+M/rDZSqm1NpYluq4hiUhXjEabxoX/P9cAP2KY4XaY5cdjNLpYjP/nNFmUUqOUUlFKqSgMR76nlVKvWkGWc7pXRCRQROzN9RgzzyEr/T8nzXq+x+ii8DW7JMZb/D/W4gZOfyk1KqOIhJjnU2eStcN4aFrjHlhh5m/qOdAsGc3lSBFxMM3viRiWpZaWcXAz5UNEvIHRlmlt7BoexXheIyLBGKNLDtHEvWit+x2jq6Q596GPeY3AcOxdpZQqaqVr2HKcq1NBe/lhmJWSMR7wX2F8bX6A0e+0w7zYoRb5H8F4Ge3H9Do1068ADpj7HrFIjzH/nFQMc5Kzme5ibqea+6+0kGMPhoZ70lw2JkcaxguhBOMLo87zNAHjJXAQox+tboiMP8bLLAX4gV+GAwnwmpl/p1m+7pocM+s/BKxr7Jrwi5nccuhPkI1k+R3GUKJtGF/uU6z4/8RYyJJlnnOKeR6N3isWx3iC04cPttq9guG3YXlNJlkc74L/H4u6ZpnypWIxlMtKbdQd42XubZHWlIz3mue7HUgCRljzHmjqOXAuMpr7/mr+d7uAP7SCjFPOUb6bgYWN/Bdt4hpidAksM+/DXcCNZ7sXufD7feQ5yDfcvE77gS84fehoi11Da7a7xn46sqBGo9FoNJ2YDtk1oNFoNBqNpnloRUCj0Wg0mk6MVgQ0Go1Go+nEaEVAo9FoNJpOjFYENBqNRqPpxGhFQKPRaDSaToxWBDQajUaj6cRoRUBjVUSkh4iUi8iH5valIrJTRE6ISL6IfCkiYRb5/UTkv+a+PBH5SMzY4iISKSIlDX5KRP5sq/PTaDo6ZkS7BSJyRESKRWSbiFzeSL7HzPY4ziLtBRFJMcvtk18mXqrbP0lEdplteZ2I9GmNc9KcGa0IaKzNaxjhNuvYA0xQSvlgRA1LwZhIp44nMaI+RmNMCBWMEbEPpdRRpZRH3Q/ohxGP/39oNJqWwgEj4udojPj3jwKfikhUXQYR6QZcizFHhiWlGJMaeWOEz31ZREaYZXoAHwF3Aj7A18Bi+SUOv8ZGaEVAYzVEZDpwAiM0JwDKmOjpuEW2GqC7xXY08JUyJvM4iTHJUV8a5yaM2N5pVhVco9HUo4xJk55QSqUppWqVUt9ghLkebJHtNYzpuCsblH1cKbXPLLcBWI0RlheMmQVXK6XWKGPa3WcxJtQa3dLnpDkzWhHQWAXTnP8PjClxG+6LFJETwCmM6XSfs9j9GnCVxWQiVwNLG6mjbkKR91pAfI1G0wTm5D89MeZ6QESuBSqUMQvkmcq5YkwbvtsyucG6YMwkqrEhWhHQWIt/AguUUukNd5gmfh+MqX0fBfZZ7N4COGFM+pGPYTF4vZH6R2J0G3xuZbk1Gk0TiIgjhjn/PaXUPhHxBJ4GHmhG8TcwJomqm7HyB2C0iFxiztD3MEbbd7O+5JpzQSsCmgtGROKBccCcM+VTShVgfNEvsugX/BRjxi5PwAtjxq0PGyk+E/ifMuek12g0LYuI2GHM2FqJMfsjGP47H5yte05Ensf40r9OmTPbKaX2YbTjVzF8CwIwfIh+9fGgaV307IOaC0ZE/gA8BRSbSR6APbBXKTWoQd5wDEckf6VUgYiUABcppbab++OBNaZzYF0ZV4wpgqcqpVa0+AlpNJ0csyvubSAKuEIpdcpM3waEA9Vm1kCMqbKfVUo9a+b5P4wuvtFKqfwzHMMHQwlIMJUEjY3QioDmghERN4yv+Tr+gvEAuQsYhdFHmIIxx/drQPc6BUFEVmLMJf43s+yLQLxSaoRF/TMwzJHRSt+wGk2LIyJvAPHAOEsrnIj4A44WWTdh+AUtVUqViMhDwCxglFIqq5F6BwPbAD+MZ0G1UmpGy52JpjnorgHNBaOUKlNKZdX9gBKgXCmVi+EV/B2GtWAnxvC/qRbFZ2EoDelABhCDYT60ZCaGOVIrARpNCyMiXYE7MBSBLIsYHr9VSuU3aOs1QKGFsvA0EAmkWpR72KL6lzFGFu0HCoHbWu3ENE2iLQIajUaj0XRitEVAo9FoNJpOjFYENBqNRqPpxGhFQKPRaDSaToxWBDQajUaj6cR0mskeAgICVFRUlK3F0GjaPJs3b85TSgXaWo4zoduzRtM8mtOeO40iEBUVRXJysq3F0GjaPCJyxNYynA3dnjWa5tGc9qy7BjQajUaj6cRoRUCj0Wg0mk6MVgQ0Go1Go+nEaEVAo9FoNJpOjFYENBqNRqPpxGhFQKPRaDSaTkynGT54NmpqFd0e/haA3yZG4ufuBMCY2CAGRvraUjSNRmNllFIUnaomt6Sc3OJKTp6qoqZWUVxexfETp8g4UW6m1VJdq6ipVQ2WtVTXGNuW+zxdHPD3cMLP3Rl7gRoFNbW11NQqvFwc8fdwJsDDiUBPZ0K8XAjxdiHYywUXR3tbXxJNJ6ZZioCIpGFMI1uDMX90gog8gTGFZK6Z7WGl1Ldm/oeAW8389yulvjfTJ2JMQ2kPvKWUesZMjwYWYsxXvxn4nVKqUkScgfeBwUA+cL1SKu1MxzhfCkor69c/2nAUOwEFvP7TQR6c2IvbRsUgIhdyCI1GY0NOnqpi2e4svtmRSdKhfCqqaxvNZycQ7OWCj5sTjvaCvZ3gYGcsnRztT9t2sBfs7exwsBNEoLi8mvySCnYWnqBWUZ9PBIpOVZNfWkFVza9nfPV2dSTEy4VgbxdCvJwJ9jIUhAAPJ/w9nPF3d6KLj6tWGDQtwrlYBC5VSuU1SJujlHrBMkFE+gDTgb5AF+AHEelp7n4NuAxj7vlNIrJYKbUHeNasa6GIvIHxgp9nLguVUt1FZLqZ7/qmjqGUqjmH8zmNQE9nDv/rirpzAKCovIq/fbaDp7/dx6a0Ql64dgDero7newiNRtOKKKX4aX8uyUcK2JVRxLqDeVTVKMJ9XblhaCThvq4EejoT6OmMt6sjjvZ2uDraE+LtgqN9y/SaKqUoKq8mp6icrKJysosqyC4qJ+uksZ1TVM7+rCJyiyuobWSG+BAvFyL93Ij0dyM2xJM+oV706eKFj5tTi8ir6Ry0RNfAZGChUqoCOCwiqcBQc1+qUuoQgIgsBCaLyF5gDDDDzPMe8ASGIjDZXAf4HHhVjLd0U8dYfyGCN/zi93JxZN6Ng3h7bRr/+nYvV81dzeszBtMv3PtCDqPRaFqB+z7Zyjc7MrG3E2IC3Ll5RBRX9e9C/3Bvm1n3RARvV0e8XR3pEezZZL7qmlrySyvJK6kgv8RYphee4kh+GccKyvj5QC6fb06vzx/m40pvUyno28WLPqFehPu6aiumplk0VxFQwDIRUcCbSqn5Zvq9InITkAz8WSlVCIQBSRZl0800gGMN0hMxugNOKKWqG8kfVldGKVUtIifN/Gc6Rj0icjtwO0BkZGQzT/VXdXDryGjiI3y49+MtXD1vHY9N6sNvEyN1I9No2igv/5DCNzsyubhnIP+5aTDODu3LpO5gb1ffPdAUeSUV7M0sYvfxIvYcL2JPZhEr9mXXWxI8XRzoE+pF3y7e9DGVg57BHji0kLVD035priIwUimVISJBwHIR2Yfxxf5PDCXhn8CLwKyWEfP8MBWW+QAJCQmNGNqaz+Cuviy5fxR//O82Hv1qF2tT83hmWn+83XRXgUbT1kgvLMPJ3o6/ju/V7pSA5hLg4cyoHoGM6vHLfDKnKmvYl2UoBXuOG0rCxxuPUF5l+EN4uTgwskcAgyJ96R3qRWyIJ/4ezrY6BU0boVmKgFIqw1zmiMiXwFCl1Kq6/SLyH+AbczMDiLAoHm6m0UR6PuAjIg6mVcAyf11d6SLiAHib+c90jBbDz92Jd24ewvzVh3jh+/1sP7aKl6YPZGi0X0sfWqPRnAO3jopmVUouV89bx4zESH4T34WBET5tyopXWlHN19uPMzk+DFcn6ygrrk72DIz0PW2kU02t4nBeKbsyTrLuYB5rUvL4dmdW/f4ofzdG9Qjk4p6BDIvxw9NFf9x0NkSpM38oi4g7YKeUKjbXlwP/ALYrpTLNPH8EEpVS00WkL/AxRp99F+BHoAcgwAFgLMZLexMwQym1W0Q+A/5n4Sy4Qyn1uojcA/RTSt1pOgtOU0pd19QxzuQsmJCQoKw5W9n2Yyd4YOFWjhaUce+YHtw/prs2uWk6BCKyWSmVYGs5zkRz2nNeSQXPf7efz7ekU1OrGBLlS2K0P5F+bnQLcqd7oGeLWfRqaxWZReWcKKukplZRVaPIOlnO/uxijhWUkVF4iu3pJ6ioruXJKXHcOKxri8jRFPklFezLKmbP8SKSDuWz/lA+ZZU1ONgJgyJ9GdUjgFE9A+kX5o29XdtRnjTnTnPac3MUgRjgS3PTAfhYKfWUiHwAxGN0DaQBd1goBo9gdBNUA39QSi01068AXsIYPvi2Uuopi2MsBPyArcCNSqkKEXEBPgAGAgXAdAtnw0aP0RTWVgQASiqqeXzRbv63JZ2Err68ND2ecF83qx5Do2ltOooiUMfJsiq+2pbBe+vSOFJQRo2FO36QpzPdgzzoHuRBlL87Yb6u2ItYxAyorY8TUNtYLIFaRU2NsV1cXs3RglLS8ss4WlBGZSPDE+0EQr1d8XZ15GBuCRXVtdw4LJInp/Sz2rU5Hyqqa9hy5ASrU3JZlZLLrowiANyc7OkZ7EnvUC9GdPPnin6hWjFoZ1hFEegotIQiUMeibRk88uUuamoVt18cwx2jY3Bz0rGaNO2TjqYIWFJdU0vGiVOk5pSQklNSvzyYU0JJRfXZKzgDro72dPV3o6u/G1H+7nT1d8fP3YhFYGcnVFTVkJZfxpqUPDYczqeqRuHt6sjfr+rDNYPDL+jY1ia/pII1qXlsPXqCfVlF7M0s5uSpKmJDPPnDuJ6M7hlote4MTcuiFQELWlIRAMM56Zml+/hmRyZBns78ZUIvrh4UrrVnTZsjKioKT09P7O3tcXBwoK5dzJ07l9dee439+/eXA3OVUn8TkaGYDrcY3XtPKKW+BNsGCLN2e1ZKUVhWRUbhKQCLYEFG8CA7sdy2Oz2oUH3QoF+39R3pJ1i6K4sf92ZzILsEgG6B7ozrHcyY2CAGd/VtF12KtbWKb3Zm8uKy/RzJL8PD2YFbLoriNwO6nHEYpMb2aEXAgpZWBOrYfKSQJ5fsYevRE/QJ9eLRq3ozoltAix9Xo2kuUVFRJCcnExDwy325cuVKnnrqKZYsWYKLi8tm4ArTOdgNqDSH74YC2zH8chSGz099gDDgBqXUHhH5FPjCwudnu1JqnojcDfS38PmZqpSqCxD2Cb/4/PwAnDFAWGu15wvhWEEZo55bib2dMDTKj7G9gxjXO5ioAHdbi3beVFbXsjY1j1ve3VSftv3x8TrQWhumOYpA21dF2xmDu/ryxV0jmHvDQE6eqmLGfzZw/ydbKa8676CHGk2LM2/ePGbPno2zszGUTCmVYy7LLGJ8uGAoAGC8tFOVUoeUUpUYFoDJZsCvMRgBwMAIEDbFXJ9sbmPuH9swQJhS6jBgGYSsXaKUItDTCA08oW8wn9w+jN+PimnXSgCAk4Md3YM8Tku775OtpBeW2UgijTXQikALICJMGtCFH/88mj9d1pOvdxzn5nc2UlxeZWvRNBpEhPHjxzN48GDmzzes/gcOHGD16tUkJiYC9BKRIRb5E0VkN7ATuNNUDOqDfZnUBfVqdoAwwDJAWGN1NZT7dhFJFpHk3NzchrvbDOsP5jPy2ZUkPPkD+aWVfLszi9ScEluLZTXCfV25pNcvsQtWHcjlRJl+trVntCLQgrg42nP/2B68dH08yWmFTJ+fRF5Jha3F0nRy1qxZw5YtW1i6dCmvvfYaq1atorq6moKCApKSksB4KX9qfq2jlNqglOoLDAEeMkfztDpKqflKqQSlVEJgYODZC7QyFdU1PP3tXma8lYSTgx2TBnSp3zfu3z/zz2/2nDa5WXtFRHh6aj/G9Q4GjNla48J02PX2jHZtbwUmx4fh7erInR9u5pp56/jg1kQi/PQwQ41tCAszPraDgoKYOnUqGzduJDw8nGnTptU5vJUBzkAAv8wuilJqr4iUAHE0HdSr3QQIsyZH8ku544PN7Msq5reJkTxyZW/cnBx4akocMeb05u+sPcyHSUcY3zeEaYPCGNU9oF04Clpy/MQpXlx2gP9tScfJwY6/X9WHW0ZE2VoszQXSvu7CdswlvYL46PfDKCyr4po31rE/q9jWImk6IaWlpRQXF9evL1u2jLi4OKZMmcLKlSvrsjkDTkCeiESbL21EpCsQixE3ZBPQw9zvhDEb6GJleB+vBK4x65oJLDLXF5vbmPtXmPkXA9NFxNkccdAD2NgyV8D67M0s4po31pNVVM7bNyfw1NR+9cOH7eyEO0bHYG8nvH3zEK5LiGB1Si63vLOJ4c+s4Pnv97Xp/vWi8io2pRXw1upDXD1vHSOeWcGXW9O5bVQ0P/5pNLeOjMZOj4xq9+hRA63M/qxifrdgAxXVtbw0PZ5Lega2qbCnmo7NoUOHmDp1KgDV1dXMmDGDRx55hMrKSmbNmsW2bdvYvXt3GTBJKbVCRH4HzAaqgFrgH0qpr6DjBQg7H5LTCpj17ibcnBz48PdD6R7066F0B3NLuOqVNbg72zPn+ngSo/1ZuT+Hz5KPsWJfDgq4tFcQNw6L5JKeQef9Yq2oruFIfhlVNUYQpJpaxYHsYg7mllJd80sApBNlVWw+Usi/rxvAiO4BVFTXcCi3lP1ZxezPLiYlu4SSiipOVdaw63hRfQCm2BBPruofyqQBXejq376dHjsTevigBW3lwQHGsKKb39nIwdxSRnTz58GJsQyI8LG1WBoN0LEDClmTlftzuOvDzYR6u/LBrUPPGFU0JbuYez7eQkpOCXdf0o0/juuJg70dGSdO8cmGoyzcdIy8kgriwryYPbE3I3s0b8ixUooPko7wUdJRjp84RXEjQZFcHO1wtLfDwU4obODU1z3Ig8N5pfUvewc7ISbQHR83JxzshIGRPiR09aNXiCddfFzP4epo2gpaEbCgLTw4LKmoruHjDUeZuyKVgtJKrugXwl/G9yIm0OPshTWaFkQrAmdn0bYM/vzpdnqFePLerKEENGMGv1OVNfzf17tZuOkYCV19eeWGgfUv16qaWhZtO86c5QfIOHGKkd0DeHBiLP3Cz+yEl5xWwDVvrAfgmsHhjOwegIujvRHkyF4I8nSmT6hXvdXx+91Z3PHBZpwc7IgP98HbzZFewZ70DPEkNsSTKH93nBx0j3FHQisCFtj6wdEUxeVV/Gf1Yd5afYiK6lquS4jgD+N6nHEeco2mJdGKwJn5IOkIjy3axZAoP96amYDXOc7Wt2hbBg9/sRNHBztevHYAY03vezA+ED5MOsqrK1IoLKvihqERPD6pLy6OjYfzzS+pYOLLq8ktrsDRXriiXyiDu/oyKNKX2BDPdueMqLE+WhGwoK0qAnXkFlfw6ooUPt54FBcHe56cGsfk+F8NpdZoWgnmoMgAACAASURBVBytCDRN1slyhv3rR7oHefDNfSObfEGfjcN5pdzz0Rb2ZBbx+5HR/G1i7Glf4kXlVby6IpX5qw4RH+HDe7OGNhm9TynFh0lHWH8on+S0QnKKjSHK7k72xEf6MDzGn1E9AonTMwl2SrQiYEFbVwTqSMsr5c+fbWfzkUKmDgzjH5P76vnBNa2KVgSaRinFnz/dzhdbM3j+mv5cmxBx9kJNUF5Vw7++3ct7648wINybp6f1o2+X07sCvtuVyX2fbCU2xIs3fzf4rP30SikyTpxi85FCNh8pZFNaIXszjZkEfdwcGdk9gIt7BDKqZwCh3rrPvzOgFQEL2osiAMYMaa+uTOWVH1MI83XlpesHMrirr63F0nQStCJwZiqra5n17iaSDuWz4OYhjO55YcGNvtuVycNf7uJEWSW/TezKn8f3xMfNqX7/in3Z3P/JNpwc7Hhl+sBmOxLWkVdSwdrUPFYdyGN1Sm69xaB7kEe9UpAY7adnTO2gaEXAgvakCNSx+UgBDyzcRubJch4Y24N7Lu2uTXuaFkcrAmenuLyK699MIi2/lP/ePvysTn1n42RZFXN+OMD769PwdnXkrxNiuX5IRH17P5hbwl0fbiYlp4R3bh7CJb2Czus4Sin2Zxez+kAeq1Jy2Xi4gIrqWpzs7RgY6cPASF9z6UOQp/ZT6ghoRcACWz84zpei8ioe+2oXX207zpAoX17/7WACPc/uoazRnC9aEWge2UXlTHt9HRXVtXx59wirRAvdm1nE44t3s/FwAf3CvHniN33rrYGlFdVcPW8ducUVLH1gFEFWcCgur6ph4+ECVh3IZdORQvYcP0lVjfFOCPNxJSHK1+hO6BmoHZjbKVoRsKAtPDguhC+3pvPwF7sI9nLWIYo1LYpWBJpPak4xV89bj7+7E5/fNQI/d6ezFzoLSim+3pHJ00v2klVUztWDwnnw8l4EebqQkl3MFa+s5taRMcy+PNYKZ3A65VU17D5exNajhWw9eoINhwvq50fpE+rF9KERTB0Ypv2W2hFaEbCgrTw4LoTNRwqZ9e4mnB3seP/WocSGeNlaJE0HRCsC50ZyWgEz3tpAXBcvPvr9MFydzm8kQUNKK6p5dWUqb60+hIuDPQ+M68HMEVFMfnUtAZ7OvD+r5Wdqrq1V7MsqZnVKLl/vOM6ujCKcHexIjPHn4h4BjO4ZSI/gX0dT1LQdtCJgQVt6cFwIB7KLuWnBRsoqq3n75iEkRPnZWiRNB0MrAufOd7syueujLYzrHcwbNw62qi/P4bxS/u/r3fy0P5fBXX0J8nRmy9FCNjw8zmrHaC7bj53gy60ZrE7J5WBuKQADwr35bWJXrhoQqh0O2yBaEbCgrT04LoT0wjJuWrCR4ydP8fpvBzEmNvjshTSaZqIVgfPjvXVpPL54NzcOi+Sfk+OsOoeIUoo5P6Twyo8pgPHyXXTvSKvVfz5knDjFst1ZfLzhKCk5Jbg72XNV/y5cNyScQZG+eg6VNkJz2rMOO9UOCfd147M7h9MjyJPb3t/Mfzcdpba2cyh0Gk1bZeaIKO4YHcOHSUd5/aeDVq1bRBhlDhvsF+bNf+8YbtX6z4cwH1duuSiaZX+8mM/uHM6V/UP5esdxrp63nrH//pl5Px0kp7jc1mJqmoG2CLRjSiqquf39ZNYdzCcmwJ2ZI6K4ZnA47s7aPKc5f7RF4PyprVX86dNtfLXtOC9eO4CrB4dbrW6lFD/uzWFkj4DzjmjY0pRWVLNkZyafJR9jU1ohDnbChLgQpg0MY1iMv3422QDdNWBBW31wXChVNbV8uzOTd9amse3YCTydHbhuSAQ3j4jSIws054VWBC6Myupabn5nIxsPF/D2zUO4+AIDDrVXDuaW8MmGo3y2OZ2Tp6pwtBcSuvoxqqcR3bBPqNd5T7msaT5aEbCgLT84rMWWo4W8szaNpTszqVWKcb2DuXpwOL2CPYnwc9PBiDTNQisCF05ReRXXvbGeYwVl/PeO4cSFXVjAofZMeVUNm48Usioll1UH8upDHvu5OzGhbzD3XNr9jFM4ay4MrQhY0NYfHNYk62Q5HySl8fGGo/XzjzvZ2xEd4E63IHe6B3rQLciDYTH+OkiI5ldoRcA6ZBeVM/W1tVTVKr64yzoBhzoCOcXl9SGPl+zMBAW/G96Vey7tbpU4DJrT0YqABe3hwWFt6oKDHMwp4WBuCanm8mhBGbXKmJ3s0av6MH1IhPbw1dSjFQHrkZJdzNXz1hHg6cz/7hyBr37RncbxE6d46YcDfL45HXcnB267OIYbhkbq6KlWxGqKgIikAcVADVBtWamI/Bl4AQhUSuWJiC/wNtANKAdmKaV2mXknAi8D9sBbSqlnzPRoYCHgD2wGfqeUqhQRZ+B9YDCQD1yvlEozyzwE3GrKdL9S6vsznUN7eXC0BuVVNaTmlPD0t3tZdzCfS3oF8uzV/bV1QANoRcDabDxcwI0LjIBDH982rM06+tmSlOxinv9+P8v2ZGNvJ1zcI4Cpg8KZ2DfktOmZNeeOtYcPXqqUim+gBEQA44GjFvkeBrYppfoDN2G8+BERe+A14HKgD3CDiPQxyzwLzFFKdQcKMV7wmMtCM32OmQ+z3HSgLzAReN2sX9MMXBztiQvz5sNbE3liUh+SDuUzfs4qFm3LoLNYiDozUVFR9OvXj/j4eBISfnk+zJ07l9jYWIC+IvIcgIhcJiKbRWSnuRxTl19EBpvpqSLyiphmJRHxE5HlIpJiLn3NdDHzpYrIDhEZZFHXTDN/iojMbKVL0SoMjfbjpevj2XrsBHd8sJmME6dsLVKbo0ewJ/NvSuCHP13MHRfHsD+rmPs/2cplc35m8fbjenh0S6OUOusPSAMCGkn/HBhguR9YAoyyyHMQCAaGA99bpD9k/gTIAxzM9Pp8wPfAcHPdwcwndWUt6qrP19Rv8ODBStM4B3OK1ZTX1qiuD36j7vowWeWXVNhaJE0L0rVrV5Wbm3ta2ooVK9TYsWNVeXm5ApKBIGW0rYFAF3M9DshQv7S7jcAws00uBS43058DZpvrs4FnzfUrzHxilttgpvsBh8ylr7nuqzpYe/5gfZrq8fC3qscj36onv9mtCnQ7a5Kamlr1w54sNWHOz6rrg9+oEf/6UT3/3T6VmlNsa9HaHUCyOss7vrkWAQUsM78IbgcQkcnmQ2F7g7zbgWlmnqFAVyAcCAOOWeRLN9P8gRNKqeoG6ViWMfefNPM3VddpiMjtIpIsIsm5ubnNPNXOR0ygB5/dMZy/TujF8j3ZjJ+zirfXHKa4vMrWomlaiXnz5jF79mycnY2+WaVUjrncqpQ6bmbbDbiKiLOIhAJeSqkk82HzPjDFzDcZeM9cf69B+vvm8ykJ8DHrmQAsV0oVKKUKgeUYlr4OxY3DurLiL6OZ1L8Lb605zMXPreS1lamUVVafvXAnw85OGNs7mCX3j2LuDQPpFuTB6z+lMvbFn5n59kbS8kptLWKHormKwEil1CAMs/49InIxRhfAY43kfQajgW8D7gO2YvTjtzpKqflKqQSlVEJgYOccy9tcHOztuOfS7iy+dyRR/m7845s9DP/XCp5YvFs3ug6GiDB+/HgGDx7M/PnzAThw4ACrV68mMTERoJeIDGmk6NXAFqVUBYbinW6xz1IZD1ZKZZrrWRgWQWhage80in24rxsvXjeA7x64mMQYP57/fj+XPP8TH204QlVNra3Fa3PY2wmTBnTh/VlDSXpoLH+b2IvNRwoZ/9IqXvkxhYpqm7xaOhzNCvOklMowlzki8iUwGogGtpvdguHAFhEZqpTKAm4Bo08QOIxh6nMFIiyqDQcyMJwAfUTEwfzqr0vHXEYA6SLiAHib+TOaqEtzgfQO9eLzu0aw/dgJ3ll7mI82HOG99WmM6RXELRdFc1F3fz3CoJ2zZs0awsLCyMnJ4bLLLiM2Npbq6moKCgpISkrCzs7uGPCpiMSYX/uISF8MH53x53IspZQSEat08Cql5gPzwXAWtEadtqJXiCdvzRzCprQCnlm6j0e+3MWC1Yf5y4ReXB4XottYIwR5uXD3Jd25elA4//xmD/9efoBvdhzng1sTtaPzBXJWi4CIuIuIZ906xoNgk1IqSCkVpZSKwtDgBymlskTER0Tqxsj8HlillCoCNgE9RCTa3D8dWGw+aFYC15hlZgKLzPXF5jbm/hVm/sXAdNNEGQ30wOiv1FiJARE+vDR9IGsfHMN9Y3qwPf0ENy7YwMSXVrMprcDW4mkugLAw42M7KCiIqVOnsnHjRsLDw5k2bVrdC6gMqAUCAEQkHPgSuEkpVRdEPwNDAa/DUhnPNk3+mMscizKNKfCdVrEfEuXH53cO5z83JeBgL9z90RamvLaWzUd0G2uKYC8XXp0xiHduHkJG4Smue3M961LzbC1Wu6Y5XQPBwBoR2Y7xsl2ilPruDPl7A7tEZD9GV8IDUN/Hfy+GY99e4FOl1G6zzIPAn0QkFcMHYIGZvgDwN9P/hOF4hFnuU2AP8B1wj1JK24hagCAvF/50WU/WPDiGF64dwKmqGq5/cz2v/JhCjfbkbXeUlpZSXFxcv75s2TLi4uKYMmUKK1eurMvmDDgBeSLig+EAPFsptbYug2n6LxKRYabl7yYaV+AbKvY3maMHhgEnzXq+B8aLiK85wmC8mdYpEBEu6xPM0gcu5vlr+pNbXMG1b6zn+e/36e6CM3BpbBDv35pIVXUtM97awO8WbOBofpmtxWqX6IBCmnOiuLyKR7/axaJtx0mM9uOl6fGEervaWixNMzl06BBTp04FoLq6mhkzZvDII49QWVnJrFmz2LZtG7t37y4DJimlVojIoxijdFIsqhlvdhMmAO9idPstBe4zuwL8MRT1SOAIcJ1SqsBUGF7FcAQsA25RSiUDiMgsDL8jgKeUUu+c6Tw6cnsuqajmH1/v5tPkdAaEe/PS9IFEB7jbWqw2S3lVDR+sP8IrK1IQ4I0bBzOie4CtxWoz6MiCFnTkB0dro5Tiiy0Z/H3RLpwc7Hju6v6M7xtia7E0VkIHFGobLN2ZyewvdlJZXctjkzpeBNDyqhpyiys4UVZFVW0tNbWK6hplLOu2axUCuDk54Opkj7uzPW6ODrg72+PvcXr0waP5Zdz2fjJp+aW8e8tQhnfzt82JtTG0ImBBZ3hwtDaHcku475Ot7D5exMzhXXnoit46aloHQCsCbYfMk6f4y2fbWZuaz/g+wTxzdf92GY8/JbuYZXuyyS4qJ+lQPpknyykuP/9hkyFeLiQ9PPZX6QWllUyau4YwH1cW3j5Mz25I89qznhxac97EBHrwxd0jeP67/by15jAbDhfw6oyBdA/ytLVoGk2HINTblQ9mJbJgzWGe/34/E19axQvXDmhXUxvP++kgz363DwAXRzuGRvszolsAgZ7OBHo44+vuhKO94GBnh72d4GAvxtLOWCoFZZU1lFVWm8sa7JvwbvNzd2L6kAheXH6A+xdu5dUZgxrPqDkNrQhoLghnB2Pioou6B/CXz7Zz1dw1PDGpL9d3MDOmRmMr7OyE2y6OYUR3fx5YuI2b3t7Ilf1DuW1UDPERPrYW76y8u+4wAP+7awSDu/q2+PHuHdOd/NJK3l2XxqNXlhPirYcWng09m4PGKlwaG8TSB0aR0NWP2V/s5N6Pt3LylI5MqNFYi75dvPnmvpHcfUk3Vh3IZcpra7lm3jqW7sxs0yN4eoV44eniwL6solaZy0REuGl4V1wc7fjLZ9v1PAXNQPsIaKxKba3izVWHeHHZfoK9XHjlhngGd/WztViac0D7CLR9Siqq+Sz5GG+vPcyxglNE+Lly84horksIx9PF0dbincbB3BJufz+Zg7mlBHs5M6pHIJf2CmJcnyCcHVrOp+jjDUd5+MudvDw9nsnxvwpU2WnQzoIWdPYHR2uz9Wgh9y/cyvET5fxxXA/uuqQ79tpxp12gFYH2Q02tYvmeLBasOcymtEI8nR2YPjSCmSOiCPd1s7V49RSXV/HtzkxWpeSxJiWPk6eq8HN3Ykp8GL1DPYkOcKd/uI9VpxyurVX0ffx7rh8SwRO/6Wu1etsb2llQYzMGRvqy5P5RPPrlLl5YdoC1qfnMuT5e99dpNFbE3k6YGBfKxLhQth07wYI1h3l7bRpvr01jYlwIvx8ZzcDIlu+XPxueLo5cPySS64dEUlOrWJuax0cbjvD++jSqTdO9s4MdkX5udPV3I8LPja5+bvQM8aR3iBe+5zBSQinF8ZPl7Ew/iQi6i7IZaIuApkVRSvH55nQeW7QbF0c7Xrh2AGN7B5+9oMZmaItA+ybjxCneX5fGxxuPUlxeTXyED5f1CWZYjD/9w71xbMrl3gZU1dRy/MQp9mUVk5xWwJH8Mo4WlHGsoIzSyl+Cxfq7O+FgL6YvhNDFx4UuZiCzGqXqYw4Ul1eRkl1CSYUxNDHI05nP7xxBpH/bsY60NrprwAL94LAtB3NLuO/jrezJLOLmEVHMvjxWxxxoo2hFoGNQUlHN58nH+G9yOnsziwBwd7JnSLQfI7r5MzwmgD5dvNpkl51SitySCvZnFbMvs5hDeSUoZVhAamoVGSdOkXWyHDuR04Ycujra0z3Ig57BnvQK8aRPqBfuzp3b8K0VAQv0g8P2VFTX8OzS/by99jDxET58cOvQNufYpNGKQEckv6SCDYcLWH8wn3UH8ziYa0wt7uXiQGKMv6EYdPOnZ5CnDsLTwdA+Apo2hbODPY9N6sPQaF/u/Xgrs97dxHuzhuLmpG9DjaYl8fdw5op+oVzRLxSAnKJy1h/KNxWDfJbvyTbyuTsxLMZQCoZ38ycmwF3HA+kE6CewptWZGBfKy9Phvk+2cPv7m3lrZoLuJtBoWpEgLxcmx4fVD6tLLyxj/cH8euVgyc5MAIK9nLm0VxBX9g9leIw/Dm3Iv0BjPbQioLEJV/YP5VTVAP7y2Xbu/XgL824c3KacmDSazkS4rxvXJrhxbUIESimO5Jex/lA+a1Pz+GZHJgs3HcPP3YkJfUO4qn8oidF+WinoQGhFQGMzrhkczqnKav6+aDd/+O82Xpk+sE06Lmk0nQkRISrAnagAd24YGkl5VQ0/H8hlyY5MFm3L4JONRwnwcGJiXAhX9uvC0Gg/3W7bOVoR0NiU3w2P4lRVDU9/uw9XR3ueu7q/dlbSaNoQLo72TOgbwoS+IZRX1fDT/hy+3pHJ/zZn8GHSUQI8nLmiXwhX9gtlSJSfbr/tEK0IaGzO7Rd3o6yyhpd+SKG6ppZ/TeuPq5P2GdBo2houjvb1AYzKKqtZuS+XJTuP82nyMd5ff4QgT8Mp8ar+oQyK9NVKQTtBKwKaNsEDY3vgYCe8uPwAezOLmXfjIGICPWwtlkajaQI3Jweu7B/Klf1DKa2o5sd9OSzZcZyPNx7l3XVphHi5GErBgFAGRvjo0QdtGB1HQNOm+PlALn9YuJWqGsUL1/ZnYlyorUXqdOg4ApoLobi8ihX7cvh6eyarDuRSWVNLmI+r0X3QvwsDwr21UtCKNKc9a7dPTZtidM9Avrl/FN2CPLjzwy08tWQPVTW1tharQxEVFUW/fv2Ij48nIeGX58PcuXOJjY0F6CsizwGIiL+IrBSREhF51bIeERksIjtFJFVEXhHz6S4ifiKyXERSzKWvmS5mvlQR2SEigyzqmmnmTxGRma1wGTQthKeLI5Pjw3hrZgLJfx/Hv68bQGyIJ++uS2PKa2sZ9dxK/rV0LzvTT7bKtMSas6O7BjRtjjAfVz69YxhPLdnLf1YfZtuxE7w6YxDBXnrCImuxcuVKAgICTttetGgR27dvx8XFZTfwgrmrHPg7EGf+LJkH3AZsAL4FJgJLgdnAj0qpZ0Rktrn9IHA50MP8JZrlE0XED3gcSAAUsFlEFiulCq1/5prWxMvFkWmDwpk2KJyTp6pYtjuLJTszWbD6MG/+fIhIPzeje6FfKH27eGlLgY3QFgFNm8TZwZ5/TI7j5enx7Moo4ob/JOmvhxZk3rx5zJ49G2dnZwCUUjnmslQptQZDIahHREIBL6VUkjL+mPeBKebuycB75vp7DdLfVwZJgI9ZzwRguVKqwHz5L8dQKjQdCG9XR65NiODdW4aS/Og4nru6P1393Zi/6hBXzV3DmBd/5j+rDmkLoA3QioCmTTM5PoyHr+zNodxS0vLLbC1Oh0BEGD9+PIMHD2b+/PkAHDhwgNWrV5OYmAjQS0SGnKWaMCDdYjvdTAMIVkplmutZQLBFmWONlGkqvaHct4tIsogk5+bmnu00NW0YHzcnrhsSwQe3JrLpkXH8a1o/gjydeerbvVz1yho2H9HGoNZEdw1o2jzDY/wB2HAon+gAdxtL0/5Zs2YNYWFh5OTkcNlllxEbG0t1dTUFBQUkJSVhZ2d3DPhURGLUBZphlFJKRKxiylFKzQfmg+EsaI06NbbHz92JG4ZGcsPQSJbtzuLxxbu55o11/DYxkr9OiMXbVU9M1tJoi4CmzdMt0J0AD2c2HC6wtSgdgrAw42M7KCiIqVOnsnHjRsLDw5k2bVpdH20ZUAsEnKGaDCDcYjvcTAPINk3+dV0IORZlIhop01S6ppMxvm8Iy/80mptHRPHxhqOM+/fPLNmRqbsFW5hmKQIikmZ6B28TkeQG+/4sIkpEAsxtbxH5WkS2i8huEbnFIm+jnsHW9D7WdDxEhMRoPzYcytcPhAuktLSU4uLi+vVly5YRFxfHlClTWLlyZV02Z8AJyGuqHtP0XyQiw8z2ehOwyNy9GKhr3zMbpN9ktt9hwEmznu+B8SLia7bx8WaaphPi4ezA45P68tU9FxHs5cw9H29h1rubOFaguwZbinOxCFyqlIq3HI8oIhEYjfaoRb57gD1KqQHAJcCLIuJk4RmcCAwFHq97sfOL93GdR3Gdo1Cd93EP4EdzG073Pr7dLK/pwCTG+HH8ZDnphadsLUq7Jjs7m5EjRzJgwACGDh3KlVdeycSJE5k1axaHDh0iLi4OIAaYWdctICJpwL+Bm0UkXUT6mNXdDbwFpAIHMUYMADwDXCYiKcA4cxuMkQWHzPz/McujlCoA/glsMn//MNM0nZj+4T58dfdF/P2qPmw4XMD4OauYv+og1dqZ0OpcqI/AHOBv/KLxgzH8x9P8SvAACoBqLDyDAURkOTBRRH7C9D420+u8j5dieBlfYtb7HvATxjCkeu9jIElEfEQk1MJBSdPBSIw2/ASSDuUT4edmY2naLzExMWzfvv1X6U5OTnz44YcAiMhepdSKun1KqajG6lJKJfPrIYUopfKBsY2kK4wPhcbqeht4u1knoek0ONjbcevIaCbGhfDYV7t4+tt9VNcq7r6ku61F61A01yKggGUisllEbgcQkclAhlKq4VPlVaA3cBzYCTyglKrlzB7D1vI+1nRQegR54OvmqP0ENJpOSJiPK5fEBgEwMML3LLk150pzLQIjlVIZIhIELBeRfcDDGN0CDZkAbAPGAN3M/KsvVNDz8T42lZbbASIjIy9UBI0NsbMThkb7sS41j1OVNXpSIo2mE1FVU8ubPx9kUKQPw2L8bC1Oh6NZFgGlVIa5zAG+BEYD0cB2s/8wHNgiIiHALcAXZtCQVOAwEMuZPYat5X3cUO75SqkEpVRCYGBgc05V04a5dnAEmUXl3PzORkoqqm0tjkajaSW+3n6c9MJT3HNpdx19sAU4qyIgIu4i4lm3jmEF2KSUClJKRZn9h+nAIKVUFobj4FgzfzDQC8NBqFHPYCt7H2s6MOP6BPPS9fEkHynkdws2cLKsytYiaTSaFqa2VvH6TweJDfFkjNk9oLEuzbEIBANrRGQ7sBFYopT67gz5/wmMEJGdGJ7+Dyql8s7iGWwV72NNx2dyfBiv/3YQu82ww/klFbYWSaPRtCDL9mSTmlPC3doa0GLoaYg17ZKfD+Ry+/vJRPi58eSUOBKj/fRDwkqInoZY00ZQSjHp1TUUl1ez4s+XYG+n2/i50pz2rCMLatolo3sG8t6soeSXVDB9fhLj56zi/fVpFJfr7gKNpqOwbE82uzKKuPfS7loJaEG0IqBptwyL8Wfd7LE8d01/XJ3seWzRbhKf/pFHvtzJ3swiW4un0WgugNpaxZzlB4gJcGfqQD06vCXRkw5p2jWuTvZclxDBdQkRbD92gg+TjvD55nQ+2nCUhK6+/GFcT0b2OFPIfI1G0xb5dlcm+7KKeXl6PA72+pu1JdFXV9NhGBDhw/PXDmDDw2N59MreZBeXc+OCDdz/yVZyisttLZ5Go2kmNbWKl35IoUeQB1f172JrcTo8WhHQdDh83Jz4/agYlv9xNA+M7cF3u7IY++LPfLThCLW1ncM5VqNpzyzenkFqTgl/vKyn9g1oBbQioOmwuDja88fLerL0D6OI6+LNI1/u4po31mn/AY2mDVNdU8vLP6TQO9SLiX1DbC1Op0ArApoOT7dADz6+LZF/XzeAtPwyrpq7hie/2UN6oZ7WVKNpa3yxJYO0/DL+dFlP7LQ1oFXQzoKaToGIMG1QOGNig3hm6T4WrD3MgrWHuahbANcmhDOhbwgujnr+Ao3GllRW1/LKihQGhHszrreOIthaaEVA06nwcXPimav7c8+l3fnflnQ+S07ngYXb8HRxYHJ8F64dHEH/cG8dnEijsQGfbT5GeuEpnpwSp9tgK6IVAU2nJMLPjT+M68n9Y3qQdCifT5OP8VlyOh8mHaVXsCc3DI3g+iGRepZDjaaVKK+q4dUVqQzu6svonnqSuNZEKwKaTo2dnTCiewAjugfwj/Iqvt5+nE+T03ni6z3MXZHK70fFcOOwSDxdHG0tqkbTofnvpmNkniznhWsHaGtAK6OdBTUaEy8XR36b2JVF91zEZ3cOJy7Mm2e/28fIZ1fy0g8HOFFWaWsRNZoOy6fJxxgQ7s2Ibv62FqXToRUBjaYRhkT58d6soSy+9yISo/146YcURj67kme/29fuV0+WhwAAIABJREFUZzyMioqiX79+xMfHk5Dwy1wkc+fOJTY2FqCviDxXly4iD4lIqojsF5EJFukTzbRUEZltkR4tIhvM9P+KiJOZ7mxup5r7o852DE3n4FhBGbuPF3FFv1BtDbABWhHQaM5A/3Af5t+UwHd/GMWlsUG88fNBxrz4M4u2ZdCeZ+5cuXIl27Zto24Gv5UrV7Jo0SK2b98OsBt4AUBE+gDTgb7AROB1EbEXEXvgNeByoA9wg5kX4FlgjlKqO1AI3Gqm3woUmulzzHxNHqMlz1/Ttli2JxuACTpugE3QioBG0wxiQ7yYe8NAlv/xYroFuvPAwm3c9eEW8tq5daCOefPmMXv2bJydnQFQSuWYuyYDC5VSFUqpw0AqMNT8pSqlDimlKoGFwGQxPufGAJ+b5d8DpljU9Z65/jkw1szf1DE0nYTvd2fRK9iTqAB3W4vSKdGKgEZzDnQP8uSzO0cw+/JYVuzLYcKcVXy3K9PWYp0TIsL48eMZPHgw8+fPB+DAgQOsXr2axMREgF4iMsTMHgYcsyiebqY1le4PnFBKVTdIP60uc/9JM39TdTWU+3YRSRaR5Nzc3PM6d03bI7+kguS0Aib0Dba1KJ0WPWpAozlH7O2EO0d3Y0xsEH/+dDt3friFyfFd+L/f9MXHzcnW4p2VNWvWEBYWRk5ODpdddhmxsbFUV1dTUFBAUlISdnZ2x4BPRSTG1rJaopSaD8wHSEhIaL/9MprT+GFvNrUKxutuAZuhLQIazXnSM9iTL+4ewR/H9WTJjkzGz1nFaytTOZBd3Kb9B8LCjI/toKAgpk6dysaNGwkPD2fatGl1jlplQC0QAGQAERbFw820ptLzAR8RcWiQjmUZc7+3mb+pujQdHKUU7647QkygO327eNlanE6LVgQ0mgvA0d6OB8b14Kt7LiLCz43nv9/P+DmruOSFn/jnN3tYfzCf6ppaW4tZT2lpKcXFxfXry5YtIy4ujilTprBy5cq6bM6AE5AHLAammx7/0UAPYCOwCehhjhBwwnD2W6wMDWglcI1Z10xgkbm+2NzG3L/CzN/UMTQdnJX7c9ibWcRdo7vp0QI2RHcNaDRWIC7Mm//dNYKsk+X8uC+bH/Zk80HSERasOYy3qyNjYoMY1zuYi3sG2DQ4UXZ2NlOnTgWgurqaGTNmMHHiRCorK5k1axZxcXEAMcAk8yW9W0Q+BfYA1cA9SqkaABG5F/gesAfeVkrtNg/zILBQRJ4EtgILzPQFwAcikgoUYCgPKKWaPIam46KU4tUVqYT5uDJl4K9cQjStiLRlE6Y1SUhIUHVDpTSa1qC0oprVKbks35PDin3ZFJZV4WgvDIvx57I+wYzrHUwXH1dbi/krRGSzUirh7Dlth27P7Z/1B/O54T9J/GNyX24aHmVrcToszWnP2iKg0bQQ7s4OTIwLZWJcKDW1is1HCvlhbzbL92Tz2KLdPLZoN327eDGudzCTBoTSPcjT1iJrNK3G6z+lEuDhzHUJEWfPrGlRtCKg0bQC9nbC0Gg/hkb78fAVvTmYW8LyPUYXwisrUnj5xxTG9wnm3jHd6R/uY2txNZoWZUf6CVan5DH78lg9/XcbQCsCGo0N6BboQbfRHtw5uht5JRV8sP4I76w9zLI92YzuGci9Y7ozJMrP1mJqNC3CqgNGHIgbhkbaWBIN6FEDGo3NCfBw5o+X9WTt7DH8bWIvdmWc5No31nP9m+tZk5LXpociajTnw6HcUkK9XfB21bN6tgW0RUCjaSN4ujhy9yXduWVENJ9sPMqbqw5y44IN+Ls7EejpTICHMwEeTsbS3A71diEhyhdnB21e1bQfDuaV0i3Qw9ZiaEyapQiISBpQDNQA/9/emcdVWaUP/PvAFRQE2WRfXVFxR1Ezy0pTW4wWMx3bs7FmmvHXZus4U9MyTdNUttluU5ktVpamVu6ZigoKIooKCrIqIuLCdn5/vC94QVDQC1zgfD+f+7nv+7znnHvOPe/yvOc853nKrC0QReRBjAAlnZVS+SLyMDDVqvxe5rHDIjIOeBVjudF7SqkXzDIiMHyVewObgWlKqRIRcQbmAYMxHI/crJRKM/M8hhHEpBx4QCm19Lz/BY3Gjujg5MidIyOYOiyUhVsyScgoJP/YKfKPnSJ9fzH5RSWcKD29us69vYUJfQOYOCCImAgvHBz0emyN/aKUYm/uMWIH6SWD9kJDRgRGK6XyrQUiEgKMBfZXypRSLwEvmcevAWaaSkBltLIxGL7EN4nI90qpHZyOVjZfRN7GeMC/hVW0MhGZbKa7uUa0skDgZxHpodcea1oTzhZHJg8NZXIt4XeKT5WRf+wUe/KOsSghi+8TDjJ/0wH83dszcUAg913ajU4uethVY3/kHTtF0akyPSJgR1zo1MArwCOc9hxWk1uAz83tqmhlACJSGa0sGSNa2RQz3cfAbAxFYKK5DUa0sjk1o5UB+0wHJUOB9RfYHo2mReDqbMHV2UKYtyuXRfpxoqSc5ck5fLc1k/fW7mNH1lE+umMojnp0QGNn7M0rBqBLZx1p0F6or7GgApaJyGYRmQ4gIhOBTKVUQm0ZRMQFI7b416ZIRyvTaBqJDk6OXNs/kPdvH8IzE6NYszufb7dqd/0a+8PZYjx2Dh0raeaaaCqpryIwUik1CBgP3C8io4DHgafPkucaYJ1S6vAF1vG8UUrNVUpFK6WiO3fu3FzV0GialFuGhtArwJ03V6ZSXqFXHGjsi/7BHgR0as8P2w42d1U0JvVSBJRSmeZ3LrAQuASIABJMQ8JgYIuIWMeRnMzpaQHQ0co0miZBRLh/dFf25BXzU2J2c1dHo6mGg4NwVd8AVu3Ko/B4aXNXR0M9FAERcRURt8ptDOPATUopX6VUuFIqHGNofpBSKttM1wlDWbC2HdDRyjSaJmJ8VADdfDvyxLfbWbs7/9wZNJom5Or+gZSWK5bu0IqqPVCfEQE/YK2IJGA8bH9USv10jjyxwDKlVHGlwJzjr4xWlgwsqBGt7P9Moz9vqkcr8zbl/wfMMstKAiqjlf2Ejlam0VTD0UF4/7ZovF2dmPbBBn5KzGruKmk0VfQP7kSIVwd+2KbPS3tARx/UaFoxx0vKuPmd39meWcirkwcwccC5127r6IOapuCFJTt5d81eNj1xBV6uTs1dnVZLfa5n7WJYo2nFuDhZmD99GN18O/KX+fF8tTmjuauk0QAwqocP5RWK5KyjzV2VNo9WBDSaVo4IFBQbS7W+i9c2tRr7IMzb8COQfuh4M9dEoxUBjaYVU1ZewZ8/20rB8RIevrInc6fZ9Yi/pg3h796edo7C/sONrwhUVCh+SszWqxTqQAcd0mhaKUopnvoukV925vLsdVH8YVhYc1dJo6nC0UEI8XThQBMoAjuyjvLH/23GQaB/iAcT+wcSOyhYRz800SMCGk0r5fVfU/l84wH+NLpbNSUgPDycvn37MmDAAKKjjRGC2bNnExQUxIABAwB6i8gEABFxEpEPRWS7iCSIyKWV5YjIYFOeKiKvme6/EREvEVkuIrvNb09TLma6VBHZJiKDrMq6zUy/W0RuQ9MmCPFyaZIRgUh/N76eMZw/X9ad0vIKZi/aQcxzP/PHTzbz6YZ0cotONnod7BmtCGg0rZAFmw7wn+W7uGFQMA+O7XHG8RUrVhAfH4+15f3MmTOJj48H2KGUWmyK7wFQSvXFCBj2sohU3jfeMo93Nz/jTPks4BelVHfgF3MfDM+klWmnm/kRES/gb0AMRsyQv1UqD5rWTaiXC+mHis+d8AKxODowOMyLmWN68MOfL2bRn0Zyw6BgtmcW8sTCREY8/yv3fbqZdan5tJWVdNboqQGNphVRVl7BJ7+n8+yPyYzq0ZkXbuiL+aJ+vvQGfgXDs6iIHAGiReQA4K6U+h1AROYB1wFLMIKCXWrm/xhYieErZCIwz3QK9ruIeIhIgJl2eaU7chFZjqFUWHsm1bRCQr1cOHqyjMLjpU0aLbNvcCf6BvdFKUVq7jG+3JzBgrgDLN6eTRcfV24dHsYtMaE4WxybrE7NiR4R0GhaCat35TH+1TX8fdEORnT15s2pg2jneOYlLiKMHTuWwYMHM3fu3Cr5nDlz6NevH0C41Rt5AnCtiFhML56DMdx7B2F4FK3EOvCXn1Kq0lNMNoZTMqg7WJgOItZGCfV2AWiS6YHaEBG6+7nx+IRe/P7Y5bxyc388XNoxe9EOLvnXSv778y6yC1v/tIEeEdBoWjh7847xzx+T+WVnLmHeLsydNpgxvf3qHAlYu3YtQUFB5ObmMmbMGCIjI5kxYwZPPfUUIoKjo2Mp8DJwJ/AB0AuIA9KB34B6e/FUSikRsclYq1JqLjAXDIdCtihT07yEehmKQPrhYvoGd2rWurRv50jswGBiBwazdnc+c9fs5b8/7+atlXt49roobhwcfKGja3aLVgQ0mhZK4YlSXv9lNx+vT8PZ4shj4yO5/aLwcw5nBgUZL9u+vr7ExsayceNGRo0aZZ0kD2OuvtI1+MzKAyLyG7ALKMAI9lWJdeCvHBEJUEplmUP/uaa8rmBhmZyeSqiUrzx76zWtgRCv5h0RqIuR3X0Y2d2H9EPFPPbNdh7+ahsL4g7w6LhIosO9mrt6NkdPDWg0LQylFF9s2s/of6/k/XX7uGFQMCseupR7L+l6TiWguLiYoqKiqu1ly5YRFRVFVlY1n+8eQCKAiLiYwcYQkTFAmVJqhzn0f1REhpmrBW6l9mBhNYOI3WquHhgGFJrlLAXGioinOSUx1pRpWjkdnS34dHRqkiWE50OYtyuf3BXDs9dFkXboODe+vZ6nv0ukpKyiuatmU/SIgEbTgjhcXMKjX29j+Y4choZ78fQ1vYkKqv+Qak5ODrGxsQCUlZUxZcoUxo0bx7Rp04iPj68c+nTn9CiAL7BURCow3tynWRV3H/AR0AHDSHCJKX8BWCAid2FMJ0wy5YuBCUAqcBy4A0ApdVhEnsGIUArwj0rDQU3rp6mWEJ4vjg7CH4aFcf2gIF5etov31+4j1MuFuy/u0txVsxlaEdBoWghrdufxfwsSKDxeylNX9+aOEeE4ODRszrJLly4kJCScIf/kk0+qtkUktdLYTymVBvSsrSylVBwQVYv8EHB5LXIF3F9HWR9g2CNo2hihXi5sTi9o7mqcExcnC09d3ZtlO7KJP3CkuatjU7QioNHYOafKyvn30hTeXbOPbr4d+fiOofQOdG/uamk0NiHUy4VFCQcpLa+odZWLvdHd142U7KLmroZN0YqARmPHKKX44yebWZGSxx+GhfLEhN50cGoba5s1bYNQLxcqFBw8cqIqEJE9kpJdxCvLd7FqVx6R/m7NXR2bohUBjcaOWZqUzYqUPJ6Y0It7RrWeOUmNppJQq5UD9qAI7D90nK+2ZDAk3BNBWJGSy5b9BWzPKMStvYU7RoTzwBXdm7uaNkUrAhqNnXKipJxnfkgm0t+NOy4Kb+7qaFop/f++jMITpaQ8O65ZPOlVOhVKP3Sci5v4+aqUIqPgBLtyikjJKSIxs5BlSTmUVVR3UzE03Ivpo7pw58gIfDo6N20lmwCtCGg0DSAxsxCLo9DTz42DhSfp0M4RL1enRvmtt1amknnkBAvuHY6lBcydalomhSeM0Lw9n/wJT5d2vDF1ECO6+jTZ7/u5tcfJ4tAkSwgrKowHf0pOEev3HGLx9iyyj572HBjYqT1TY0K5++IurNmdz6pdudxxUQTDung3et2aE60IaDQN4OrX154hW/rXUfS08Zxh+qFi3l69l+sGBDI0ovU5MNHYD3ufm8BDXybwzdZMCo6XMuXdDYjA36/tw5ShoY2uhDo4CCGeHWy+hPDI8RKOl5RzuLiEZTtyWLUrj13ZRZwoNRxjOjk6cEnPzvy5Zzci/d3p7tcR9/an4x1MiQllSkyoTetkr2hFQKNpAF6uThwuLqkmu/K/q5k8JIQXbuhns9955ocdtHMQHpvQy2ZlajS14eAg/OfmAfzrxn48sTCRL+IOoBQ8/V0ST3+XRFSQOxd19SHCx5XocC9CvDrYfAoh9AJ8CSilyD9WYgzvZxexK6eIxIOFJGYerUrjIDA4zJPJQ0Po6edGD383evq54eqsH4GgFQGNpkFsfvIK7vxoEytSqge9mb/pAK7OxjrjC0EpxQtLdvJzci6PT4jEz739BZWn0dQXi6MDL97Yjxdv7Me+/GJi31zHkeOlJGYerfZQrUmkvxvThodxZR9/vF2dzssff6iXC3FpBSilzpr/REk5BwtPkJhZyJb0AlJyitiVc6yacu7p0o6e/m48NLYHnd2cad/OkeFdvfF109dSXUhbib0cHR2trGOvazQXQvisH+s8tvWpMXieh91AWXkFs77ZzlebM5g2LIzZ1/bBsYEOg2yBiGxWSkU3+Q83AH09Nw27copYvSuPTWmH2ZtXzO7cYw0uI9TLhZHdfYiJ8CLIowM+HZ3xcXPG1cmx6qH//tp9PPPDjlqvndLyCn5JzuGHbVn8kpxbNbTv6uRY9Wbfw8+Nnv7Gt0/H81NGWiv1uZ61IqDRnAdPfZvIJ7+n13n883uGMbxr/Q2MTpaW86fPtvJzcg5/vaI7f7m8e7PdzLQioKkPSikOFp4kKbOQhVszWZKYfcFlBnl0YGiEF+3bOdChnYUKpfjot7Sq4yO7+XB5L1+CPV3oF9yJDk6O1eb1NWeiFQEr9I1DY2uSDhby9eZMPli3r840e56bcM63+sITpdzzcRyb0g/z92v7cOvwcBvXtGFoRUBjK8rKK9ide4x1qfms33OI5KyjHCw8ee6M9cTRQbh1eBgzx/TQCkEd1Od61jYCGs150iewE30COzFpSDDj/rum1jRLErO4ul9gnWXkHj3JrR9sZE/eMV6dPJBr+9edVqNpaVgcHegV4E6vAPdag/QcLynjwGFjOd8Dn28FqhsOdnS2cOxU2Rn5/Nyd6eLTEa+OTnz0WxqLErJ4bHwksQODGhx/Q1PPMMQikiYi20UkXkTiahx7UESUiPhYyS410yaJyCor+TgRSRGRVBGZZSWPEJENpvwLEXEy5c7mfqp5PNwqz2OmPEVErjz/v0CjuTAi/d3Z9MQVXD8w6Ixjy5JyyD92itpG3tIPFXPj2+vZf/g47982RCsBmjaHi5OFnv5uXNs/kPFR/vh0dGbFQ5ey5pHRPH99Xy7p0Zlw0+GQNTlHT7F+7yF+3JZF36BO5B87xYNfJnDJv1ewZnceFRVtY6TbVjRkRGC0UirfWiAiIRixw/dbyTyAN4FxSqn9IuJryh2BN4AxQAawSUS+V0rtAF4EXlFKzReRt4G7gLfM7wKlVDcRmWymu1lEegOTgT5AIPCziPRQSpWfx3+g0Vww2YUnq4yYrPk+4SDfJxwEwL29hY7OFlzNT/qhYhTw6d0xDAz1bOIaazT2xYS+ASxJzGZT2mGGdfHmlqGh3DLUWMdffKqMXTlFJGcVsTP7KHFpBezIMlYybMsorCrjwOETTHt/Y9X+s9dFETswSC8TPAcX+u+8AjwCfGclmwJ8o5TaD6CUyjXlQ4FUpdReABGZD0wUkWTgMjMfwMfAbAxFYKK5DfAVMEcMC6qJwHyl1Clgn4ikmuWvv8D2aDT1RinFxn2HeWPlHlbvysOtvYU/X9aNacPDWJmSx7KkHH5OzqlKf/2gYI6dKuPYyTKKS8oYEOLBE1f1optv6wpgotGcD5dF+uJscWDx9qwzPPm5OlsYGOpZTWEuPlXGxn2H+Tk5h8837qe2QYAnv03kyW8TAbh9RDiX9OxMdJgnbtqeoBr1VQQUsExEFPCOUmquiEwEMpVSCTWsm3sA7URkJeAGvKqUmgcEAQes0mUAMYA3cEQpVWYlrxxjrcqjlCoTkUIzfRDwe42yzhyX1WgaiaSDhTy3OJl1qYfw6ejEo+Mi+cOw0KobzKToECZFhwBQUFzCybJyAjp1aM4qazR2jauzhdE9fVmSmM3frjn30llXZwujI30ZHenLP2P7cvDICdbuzic+4wjJWUfZuv9ItfQf/ZZWtQKhf3AnYrp4M6yLF9HhXm3e0LC+isBIpVSmOcy/XER2Ao9jTAvUVuZg4HKgA7BeRH6vJV2jIyLTgekAoaFtw1WkpnHJLjzJS0tT+GZrBh4d2vH01b2ZEhNK+3Z1e1o7H58CGk1bZEK/AH5KyiYu7TAxDfTvH+jRgUlDQpg0xFDAKyoUO7KOsmpXHi8tTamWNiGjkISMQuau3oujgzAwxIPhXb3pHeBOZIA7YV4ubcrosF6KgFIq0/zOFZGFwCVABFA5GhAMbBGRoRhv54eUUsVAsYisBvqb8hCrYoOBTOAQ4CEiFnNUoFKO+R0CZIiIBehkps+so6ya9Z4LzAVjuVF92qrR1MbRk6W8t3ovc9fspaICpo/qwn2XdqNTh7b9JqHR2JLLraYHGqoI1MTBQYgK6kRUUCfuH92N1Nxj/O/39Gp+CQDKKxRx6QXEpRdUyTq0c6Snvxu9AtzoHdiJi7p6E+Hj2modFZ1TERARV8BBKVVkbo8F/qGU8rVKkwZEK6XyReQ7jLl8C+CEMfz/CrAT6C4iERgP7cnAFKWUEpEVwI3AfOA2TtscfG/urzeP/2qm/x74TET+g2Es2B04bSGi0diIrMITfLB2H59vPMCxU2Vc2z+Qh6/sSYjXmZbMLYXw8HDc3NxwdHTEYrEQFxfH7Nmzeffdd+ncuTNAbxGZoJRaLCLtgPeAQRj3i3lKqefBWAUEvAo4Au8ppV4w5REY17I3sBmYppQqERFnYB7GiOEh4GalVJqZ5zEM4+By4AGl1NIm+js0doSrs4VLe3aumh6w5Vt5N9+OzL62D7Ov7WN6K8zlr19s5WRpRbV0w7t409XXlT25xSxJzObzjcaMdpBHB0b18OHi7p0Z0dUbD5fWM9JXnxEBP2ChqQlZgM+UUj/VlVgplSwiPwHbgAqMG0QigIj8CViKceP4QCmVZGZ7FJgvIs8CW4H3Tfn7wCemMeBhDOUBpVSSiCwAdgBlwP16xYDGluzMPsrcVXv5PuEgCri6XwDTR3WhT2Cn5q6aTVixYgU+PtVDzc6cOZOHHnoIEdmhlFpsim8CnJVSfUXEBdghIp9j2O7oVUAamzOhbwBLk3KISy9otMib7RwdGBflz86o8ZSVV/DSshTeWbUXgPV7D7F+7yGu6OXLKzcPINTLhfV7DrFmdx4/JGTx+cYDOAj0C/bghkFBXDcwqMUbH55TETCt/PufI014jf2XgJdqSbcYWFyLfC+G1X9N+UmMG1Ftv/lP4J9nq5dG0xCUUqzfe4h3Vu1l1a48XJwcmTY8jLtGRhDs2XJHAC4QBbiaI3wdgBLgKHoVkKaRuLyXH07m9EBThOC2ODrw2PhePDa+F8lZR7n+zd84UVrOz8m5/Jyci5erE7ePCOflSQNob3EgIeMIq3fls3xHDk99l8TzS3YyspsPF/fozKjuPoR5uzZ6nW2NXlypafOUlVewJDGbuav3sj2zEJ+OTjx8ZU+mxoS2quG/SkSEsWPHIiLce++9TJ8+HYA5c+Ywb948gHAR8VRKFWA8sCcCWYALMFMpdVhEmnwVkDb+bRt0dLZwaY/OLEnM4umrezep0V6vAHeSnxnH1v0FzP4+iYSMQg4Xl/Cf5buYu3ovEwcEcufICGaO6cFfr+jOtoxCFsQdMJYL7zCWCvcN6sTUmFCu6R/YYvwXtIxaajSNwPGSMhZsOsD76/Zx4PAJuvi48vz1fYkdGHTWVQAtnbVr1xIUFERubi5jxowhMjKSGTNm8NRTTyEiODo6lgIvA3divJmXYwzZewJrROTn5qi3Nv5tO1zVL4BlO3LYvL+AIeGNPypQk4Ghnnx7/0UsTcrmhSU7STt0nGOnyvh0w36+3pLB7Gv6MCk6hP4hHvQP8UApRdqh4/y6M5cvNu1n1jfbeeaHHVzVL4BJ0SEMDvO0a0NDrQho2hz5x04x77c05v2ezpHjpQwO8+TJq3ozppdfm1gyFBRkvGz7+voSGxvLxo0bGTVqlHWSPE5P1U0BflJKlQK5IrIOiMZ4s2/SVUCatsPlvfxwtjjwXXxmsygCYIycjYsK4LJIPz7dkM6rv+zmyPFSTpYa4cI/3bCf124ZWLWaIMLHlbtGRnDnReHEpRewYNMBftiWxYK4DLr4uHJjdDA3DArGz719s7TnbNQr1oBG0xwcO1XG7pwiSssNq971ew4RPutHHlyQcF7l7csv5vGF27nohV95fUUqQ8O9+HrGcL6eMYIr+/i3CSWguLiYoqKiqu1ly5YRFRVFVlaWdTIPINHc3o8x51+5gmgYxgqgTZirgMzYIJOB75URVKFyFRDUvgoIrFYBmfLJZmyRCPQqoDZPR2cLV/UNYOGWzFqDDjUlThYH7rgoglUPjWb6qC5YzPvE9sxCrvjPKpYmVQ+/LCIMCffipZv6s+mJK3jpxn74dHTmXz+lMOKFX7n3kzjWpebXGn+kudAjAhq7ZcTzv3D0pHET+G3WZXy1OQOAr7dk8Nz1UThb6jd8v2V/AXNX7WXpjmzaOTpww6Ag7r64C107d2y0utsrOTk5xMbGAlBWVsaUKVMYN24c06ZNIz4+vnL40h2YaWZ5A/hQRJIAAT5USm0DvQpI07hMGx7GN1szWbglg2nNHJoboJNLOx6f0Is/xITxr6U7+WFbFuUVins/2cyLN/Tl5iFn2q24Olu4KTqEm6JDSMsvZv6mAyyIO8DSpBxiIrx4+MqedjFtIPaklTQmOn55y6L4VBl9/lZ9KbmnSzsKjpcCcP2gIP4zaUCd+SsqFL/uzOWd1XvYlFaAe3sL04aHcduIcHzd7G9ozp6oT/zy5kZfz60fpRTXzlnHydJyls0c1ewPy5ps2V/A499sZ2e2McLm5mzh7WmDGdHV+6x1PVVWzhebDvDaL7vJP1aCv3t7Lu7uw6genRnbx6/eLzg4HRRTAAAT5ElEQVT1pT7Xs1YENHbHydJyIp+q01VFFasfHk1ojRClR46XsCjhIB/9lsaevGKCPDpw18gIbh4S0mIseJsbrQho7IUFcQd45KttfH7PMIZ3vTBPg43FypRcbv9wU9V+Fx9XpsSEcsOg4LO6Fy8+Vcb3CQdZszuPtbvzOXqyjGDPDjw4tgcT+wfZbKpSKwJW6BtHy6GiQtHl8TPcTdTKzmfG4WxxYNWuPL7YdIBfknMpKa+gT6A700d1YULfANo5alOYhqAVAY29cKKknGHP/8JF3bx5c+rg5q4OQNUKgfbtHHBr344nFm5nUcJBnr2uLy5Ojny6IZ1NaQU4WRy4um8AU4eFMij07MP/5RWK1WZMhB1ZR4n0d+ORcT0Z3dP3gkdCtCJghb5xtCzqOyrg7eqEl6sTu3OP4e3qxMQBQdwwOKjVeABsDrQioLEn/vnjDj5Yl8Zvsy5rNov7U2XlrN2dT0pOEXvziqvslSpxtjiQ8uz4qv2U7CI+25DON1syKTpVRqS/G1NjQs/phbCiQvHD9ixeXpZC+qHjXB7py8uT+l+QPxOtCFihbxwtk0UJB3lg/lbOdpq6ODny7HVRXN0vECeLfvu/ULQioLEn0g8Vc+m/V/LAZd2ZOaZHk/72utR8Fm7NZGlSNkUnT69eiB0YxNAIL4pOllJ0sowQL5eqsOPWHC8pY1HCQf73+362Zxbi4uTIxAGBTI0JIyqo7peVkrIK5q1P48WfdhLi6cJn9wzDv9P5KUFaEbBC3zhaLmXlFXyzJZNHvt5W6/H504cx7AIjlWlOoxUBjb1x+4cb2XHwKOtmXdYkU31p+cW8tDSFH7dn4dbewtje/lzdL4BQbxdWpeRxy9BQOjg1zKhvW8YRPv19P98lZHKytIIBIR78+6b+dPOte/XSxn2HuePDjXTq0I5Hx0dyTb/ABtsOaEXACn3jaJnkFZ1i2vsbqixzrenp58afLuvGNf0Dm6FmrRetCGjsjV935nDnR3HMmTKQq/s1zvW+LeMISxKz2Zl1lNW782nnKNx/aTemX9LFppb8hSdK+XZrJq//uptTZRW8dstARvf0rTN9woEjzPpmO8lZR4kKcuedadEEeXSo9+9pRcAKfeNoeazZnceDCxIoOlnGy5P64+vmzI1vG3Fo9jw3Acc24ACoOdCKgMbeKK9QXPLSCgI9OrDg3uE2LTuj4DjvrNrLZxv3I0DXzh0Z2d2Hey/p0qhLjTOPnOCej+PYmX2Ux8b34u6LI+o0DKyoUCzadpAnv03Ew6UdC++7CJ+OzvX6nfpcz3o9lcbueG5xMnNX763a/+zuGEZ0M0Lmpr1wVXNVS6PRNBOODsIfhoXxwpKdpGQX0dPf7YLLTM0t4s2Ve/g+/iAiMHlICI+Oj8S9iUIKB3l04KsZw3noywT+uTiZ5OyjPBfbt9Y4Jw4OwsQBQQR06sCkd9azNCmbqTFhNquLtqzS2B3WSgBA70D3ZqqJRqOxF26ODsHJ4sD8TfvPu4wTJeUs2Z7FPfPiGPPKapZsz+bW4eGsfmQ0/4zt22RKQCUuThbemDKImVf04Jstmdzy7u/kHj1ZZ/roME/83J1549dU0g8V26weWhHQ2A1HT5bybg0lAGDRtqxaUms0mraEp6sTA0I82JZR2KB8SinS8ov5bMN+Rr74KzM+3cLW/QX8+bLurJt1GU9f05uATvWfc7c1IsJfrujOW1MHsTOriGvnrGNbxpFa0zo4CB/cPoTjpeU8/V1SrWnOBz01oGl2lFK8snwXr69IrXWZYHq+7TRfjUbTcunp58a3WzNRStU5n36ytJxtGYVs2V/A5vQCtqQXcKi4BICoIHdeu2UgMRFeWOzM0dj4vgGEebtyz7w4bnp7PS/d1J9razGE7hPYibG9/fglOddmv60VAU2zU1queO3X1DqPb0w73IS10Wg09kpPfzeKTpVxsPBkleV8VuEJ84F/hM37C0jKLKSswnijiPBx5ZKenRkc5sngME96+LrZdZTR3oHufPeni7jvf1t44POtpGQf5cExPc+oc09/dxbEZZBXdIrObvUzGjwbWhHQNDvncgL00R1Dm6gmGo3Gnok0jQQ/25DO8ZJyliXlkHnkBGB49+sf4sHdF3dhcJgng0I98K6nZb094dPRmf/dHcPT3yXyxoo9pGQf47+TB9DRKlZKZoHR5sPFJVoR0LQe9j0/gUXbsnjg863V5KN7dsbrLIE7NBpN26G7n6EIvLFiD04WB0Z178xdIyMYHOZJrwD3VuNZ1MniwPPX9yXS341nfkzm+jfX8d6tQwj1duGDtfv4YN0+bhkaSg8/24RS14qAxi4QEa7tH3iGIvDk1b2bqUYajcbe6NShHUPCPenh58as8ZFn9dvf0hERbr8ogm6+btz/2Rauen0NF3X14aekbMb18efZ66JsFppZKwIau+FkaXm1/YkDAuna2TYar0ajaR18+ccRzV2FJqWHf0duHBzM+2v38VNSNgD/nTzApg7VtCKgsRu27C+o2n4uti/jo/ybsTYajUbTvGzZX8D1b/52hvy5xcn8Y2KUzX6ndUyoaFoFHUyPWv+7K4YpMaF4atsAjUbThuni48qY3n5EBbkzoqs3XTu70tHZwqKEg2eMoF4IekRAYzcMDPVk3/MTbDbvpamd8PBw3NzccHR0xGKxEBcXx+zZs3n33Xfp3LkzQG8RmaCUWiwiU4GHrbL3AwYppeJFZDDwEdABWAz8RSmlRMQL+AIIB9KASUqpAjE69lVgAnAcuF0ptQVARG4DnjR/41ml1MeN+y9oNPaPh4sT7956ZpiAigpl02WQekRAY1doJaBpWLFiBfHx8VgH7pk5cybx8fEAO5RSiwGUUp8qpQYopQYA04B9Sql4M8tbwD1Ad/MzzpTPAn5RSnUHfjH3AcZbpZ1u5sdUHP4GxABDgb+JiGejNFyjaQXY2hdCvRQBEUkTke0iEi8icTWOPSgiSkR8zP1LRaTQTBsvIk9bpR0nIikikiois6zkESKywZR/ISJOptzZ3E81j4db5XnMlKeIyJUX9jdoNJp6cAswH0BEAgB3pdTvyghhOg+4zkw3Eah8o/+4hnyeMvgd8DDLuRJYrpQ6rJQqAJZzWqnQaDSNTENGBEabbwZV4xQiEgKMBWpGgVhT+RahlPqHmdYReAPjraA3cIuIVK4NexF4RSnVDSgA7jLldwEFpvwVMx1mvslAH4wbxptm+RqN5hyICGPHjmXw4MHMnTu3Sj5nzhz69esHEF7HG/nNwOfmdhCQYXUsw5QB+CmlKgNEZAN+VnkO1JKnLnnNek8XkTgRicvLyzt3QzUaTb240KmBV4BHgFo8xJ/BUCBVKbVXKVWC8WYx0Zw3vAz4ykxX8w2i8s3iK+ByM/1EYL5S6pRSah+Qapav0WjOwdq1a9myZQtLlizhjTfeYPXq1cyYMYM9e/ZUTg2UAi9b5xGRGOC4UiqxIb9ljhbU5/5Qn7LmKqWilVLRpi2DRqOxAfVVBBSwTEQ2i8h0ABGZCGQqpRJqST9cRBJEZImI9DFldWn93sARpVRZDXm1PObxQjO9foPQaM6ToCDjUvH19SU2NpaNGzfi5+eHo6MjDg4OAHmcqVhP5vRoAEAmEGy1H2zKAHLMIf/KKYRcqzwhteSpS67RaJqA+ioCI5VSgzCG9e8XkVHA48DTtaTdAoQppfoDrwPf2qSm54F+g9BoqlNcXExRUVHV9rJly4iKiiIrq1qoZw+g6s1fRByASZj2AQDm0P9RERlmjtLdCnxnHv4euM3cvq2G/FYxGAYUmuUsBcaKiKc5JTHWlGk0miagXssHlVKZ5neuiCwELgEigATTyjsY2CIiQ5VS2Vb5FovIm6YhYV1a/yEMoyGL+dZv/TZQmSdDRCxAJzO9foPQaM6DnJwcYmNjASgrK2PKlCmMGzeOadOmER8fX7lqwx2YaZVtFHBAKbW3RnH3cXr54BLzA/ACsEBE7gLSMZQIMJYYTsCYyjsO3AGglDosIs8Am8x0/1BK6ZCTGk0TIaq2APDWCURcAQelVJG5vRzjQv3JKk0aEK2UyhcRfyDHXE88FGNuPwxwBHYBl2M8tDcBU5RSSSLyJfC1Umq+iLwNbFNKvSki9wN9lVJ/FJHJwPVKqUnmdMNnGMOXgRhLlLorper0sCAieRg3pabCB8hvwt9rLnQ7Wxc+gKtSyq6H0Brxem4t/azbYV80ZzvCznU912dEwA9YaL4pWIDPrJWAWrgRmCEiZcAJYLJpMFQmIn/CGPJzBD5QSiWZeR4F5ovIs8BW4H1T/j7wiYikAocx5ikxlYcFwA6gDLj/bEqAmadJb2wiEme9wqK1otvZujDbGd7c9TgXjXU9t5Z+1u2wL+y9HeccEdCcH/be8bZCt7N10VbaWRetpf26HfaFvbdDexbUaDQajaYNoxWBxmPuuZO0CnQ7WxdtpZ110Vrar9thX9h1O/TUgEaj0Wg0bRg9IqDRaDQaTRtGKwImIuIhIl+JyE4RSRaR4VbHagZWmioi28xATL+JSH+rtHYdWKkh7bSSDxGRMhG50Up2m4jsNj+3WckHm/9Lqoi8ZjqbQUS8RGS5mX656TgG07nMa2b6bSIyqDnaKUawrHgRSRKRVVbyVtOfItJJRBaJ4fUzSUTusEpr1/1Z37aLSH8RWW/WeZGIuJtpx4jhGXW7+X2ZVTkrzT6pDJTma8ob3Jd1nS82bMdQq3omiEjsuX67Kc9VG7al1kB353Pe1XVu26odVnlCReSYiDxkT31SL5RS+mNMj3wM3G1uOwEe5nYIxpLHdMDHlI0APM3t8cAGc9sR2AN0MctIAHqbxxZgLKUEeBuYYW7fB7xtbk8GvjC3e5v5nTGcN+0BHJuynVZt+hXDGcyNpswL2Gt+e5rblf/HRmAYIBgOZsab8n8Bs8ztWcCL5vYEM52Y+TY0Q396YCxFDTX3fVtjf2J4A6383ztjLMl1agn9Wd+2Y/gnucSU3Qk8Y24PBALN7SgM9+iV5azE8INSs/wG9eXZzhcbtsMFsJjble6bLfZyrtqiLeZ+Glb3IavyG3TecZZz21btsMrzFfAl8FBLuX9U1b2xLtKW9MHwWLgP02ails7tf5YT0xPzpgIMB5ZaHXvM/AiGMwlLzXQYN+vh5rbFTCeVea3KqkrXlO0E/grcj+FBrlIRuAV4xyrNO6YsANhpJa9KB6QAAeZ2AJBindcqT1W6pmqnefE9W0vaVtWfZh3eNOsTgeHhz8He+7MhbceIR1Jp+xQC7Kglr2AoQc7m/kpqVwQa1Jd1nS+N2I4IIMesW7Ofq7Zqi7lfdd7WSNeg866uc9vW7cAIlPcSMJvTikCz90l9P3pqwCACI9DKhyKyVUTeExFXOXtgpUru4rRr1SYPrNRAGtROEQkCYoG3apRztnCytgpNeyE0tD97AJ5iDBFvFpFbz1G3FtmfwBygF3AQ2A78RSlVcZa62Ut/1katbQeSMKKTAtxEdVfkldwAbFFKnbKSfWgOQz8lYkx/0PC+PJ+2N7gdIhIjIkkYffhHs272cK7aqi1QS6A7k0YJcX0h7RCRjhhO8f5eoxx76JN6oRUBAwswCHhLKTUQKMbQ7OoKrASAiIzGUAQebYI62oKGtvO/wKPmw8JmKEOlVbYsswYNbacFGAxcBVwJPCUiPRqxfraioe28EojHcMs9AJhTc57zfGiC/qyN2to+C2PI9j4R2Qy4ASXWmcRwT/4icK+VeKpSqi9wsfmZ1vjVr6LB7VBKbVBK9QGGAI+JSPsmrO/ZsGVbagt0V41GPO8a2o7ZwCtKqWONUJcmQSsCBhlAhlJqg7n/FcaJUBlYKY3TgZX8AUSkH/AeMFEpdcjMd87ASjXk1fJI4wdWamg7ozFcP6dhuI5+U0SuO0vdbBmatinbmYExNFeslMoHVmMMq7e2/rwD+EYZpGIMf0aepW720p+1UWvblVI7lVJjlVKDMcIm76nMICLBwELgVqVUlVydDqpWxOkYJtXaUs++PJ+2N7gdVvVOBo5h2jzU8dtNea7aqi3WfZKL0WeVfdIUIa4b2o4Y4F/m9fZX4HEx3OnbQ5/UD1vNMbT0D7AG6GluzwZeqnE8jdNzraEY86sjaqSxYBijRHDaOKSPeexLqhuH3Gdu309145AF5nYfqhuH7MU2xmX1bmcN+UdUNxbch2Ef4Wlue5nHahqXTTDlL1HdyOdf5vZVVDfy2dgM/dkLI3CVBcOAKRHjhtSq+hNjime2ue2HcSPxaQn9Wd+2c9rQ0wGYB9xp7nuY///1tVyzlf9PO4yb/h/Ppy/Pdr7YsB0RnJ5bDsOY5vGxl3PVRm1xBdxMuSvwGzDufM47znJu26odNfLN5rSNgF30Sb36rbEu0pb2wRgqjQO2Ad9Sw7KU6jfU94ACjGHWeCDOKt0EjCiLe4AnrORdMG6qqeZJUGmo1N7cTzWPd7HK84RZTgqmtXZTtrOG/CNMRcDcv9Oscypwh5U8GuNBugdjTrrSuMYb42G7G/iZ0w8aAd4w02+nFqOtpmgn8DDGyoFE4K+tsT8xpgSWmf9zIvCHltKf9W078Bezv3ZhhEOurO+TGEO88VYfX4wHzWazjCTgVcwb7Pn0ZV3niw3bMc2sZzywBbjOns5VW7TFrG+C+Umq0ZYGn3fUcW7bqh018s3GVATspU/q89GeBTUajUajacNoGwGNRqPRaNowWhHQaDQajaYNoxUBjUaj0WjaMFoR0Gg0Go2mDaMVAY1Go9Fo2jBaEdBoNBqNpg2jFQGNRqPRaNowWhHQaDQajaYN8/8fX8XQBAZ1uAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x1440 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_path(train_all_data,0) #围网"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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4fYBrgE7udQ/wEnjBBvA4MADoDzyeE3AY48/nU56Ys5GO4fUYMzgy0NWp9ix4OAvX92nFm3f159CJDEa88DXz1u3PPXbQTY3auF4tABt3bCqFhIQE5s6dy7hx4wA4cuQINWvWpHPnzgBcccUVAA0BVPUbVT3mii4DIkpwieuBN9z2G8ANfulvqmcZ0FBEWgJXAfNV9ai71nzg6rN8m6YKUkDE6yyZbY+DA87+op2lwR2aMufXQ+gQXo8JM1by+Kz1ZGRlk5jstTzkLOaWrfaf3QTexIkTmTx5MkFB3q3ftGlTsrKyiIvznjzMnDkToGYBRe8CPvXbV+ALEVkhIvf4pTdX1Zwo+gCQ0w2+FbDHL1+CSyss/UdE5B4RiRORuEOHbA6V6iY4SHjyhp7sOpLKvxbGB7o61Z4FD2UgolEd3vvFIMYNaccb3+5m9LTv2JeUBsARt7xrRqYvkFU0hjlz5hAeHk50dHRumogQGxvL/fffT//+/alfv/6PyonIpXjBw8N+yUNUtR/e44h7ReSi/OVUVfGCjDKhqq+oaoyqxjRrZkvbV0fektw1mf7dbtS+kAWUBQ9lpGZIEH8Y0Y3JI3vx/a5jvLBgG3VqBvP5hgOA19xmTCAtXbqU2bNnExkZyahRo1i4cCGjR49m0KBBLFmyhOXLl3PRRRcB5C5HKCK9gGnA9ap6JCddVfe6n4nAR3j9FQAOuscRuJ+JLn0v4N/DLcKlFZZuTB6rfjjGtf/6mrRT2fzjpt628mWAlTh4EJFgEVklInPcvojIkyKyVUQ2ich9Lr2BiHwiImtEZIOIjPU7R4G9qkUk2vXcjnc9ssWll7rndqDdFBNB/3aNSc/0kXoqm2+2e5+3wUH2H90E1qRJk0hISGDXrl3ExsYydOhQpk+fTmKi9/c9IyODp59+GuAQgIi0AT4EblfV3BXfRKSuiNTP2QauBHLGL88Gcu7tMcAsv/Q73L07EEhyjzc+B64UkUbu/r7SpRmT6+NVe7nllWWE1gjio3svsEmhKoHStDz8Btjkt38n3jeGrqoaBcS69HuBjaraG7gE+IeI1CymV/VLwN2c7o2d02GqVD23KwMR4f+GReXud2hWl9AaQVzWNTyAtTKmcM888wxRUVH06tWLa6+9FiDFHfoj0AR4Md+QzObA1yKyBlgOzFXVz9yxp4ArRGQbcLnbB5gH7ADiganABABVPYo3kuN793rCpRmDz6c8/dlmJr67mr6tGzLr3iF0bv7jR2um4klJnhuJSARez+kngQdUdYSILAduU9X4fHkfxQsq7gUi8XpPdwZuAS5R1V+4fC8Di9zrS1Xt6tJvzcknIlvc9n7XBLpIVbvklFXVd1yZ3HyFvYeYmBjN6RRW3rKyfXT8vde37O1xA7j7zThGRkfwxPU9KuT6xpwNEVmRb/hlpVOR97MJjL3H03h81gb+t+kgt/Zvw5+v626j1s5Aed3PJZ184Hngd4B/yNcBuEVEfoLXzHmfqm4D/oXXRLnP5b9FVX0iUlRv64QC0qH0PbfzBA+uF/g9AG3atCnhWz17+5NyHxkzuGNT+rRpyIrdx4ooYYwxBmDzgWRe+WoHs9fsA+DP13XnjkFtrY9DJVNs8CAiI4BEVV0hIpf4HaoFpKtqjIj8FHgNuBBv3PZqYChegDFfRJacbUVVVUWkVN1rVfUV3MQ2MTExFdY1d8KMlXn2uzQPY8Z3uyvq8sYYc85JO5XN/320jo9W7aVOzWDGDI7k50Pa0aph7UBXzRSgJC0PFwDXicgwIBQIE5HpeN/2P3R5PgL+67bHAk+5YVrxIrIT6IrXg/oSv/NG4D2y2EveyWf8e1sfFJGWfo8tiuu5HXDvxe1h3d4kAK7o5jWUJKVl0qRuQUPnjTHGHEhK5+4341i/L4l7L+3A3Re2p2Ed+8yszIp9gKSqj6pqhKpGAqOAhao6GvgYuNRluxjI6Y39A3AZgIg0B7rgdZQqsFe1eyyRLCID3SiLO8jbQ7s0PbcDat66/Tzywdrc/V6tGgCQmJJOeFhooKpljDGV2u8/WsfWgylMvT2Gh67qaoHDOeBsFlx4CpghIvcDJ4BxLv0vwOsisg4Q4GFVPQwgIjm9qiFvr+oJwOtAbbxZ7HJmsnsKeE9E7gJ2Aze79HnAMLye26l4rR0B9dXWQ/wmdhV92zTCp8qqH47TM8IFD8kZRDatE+AaGmNM5dSqUW2Cg4TLu9kQzHNFqYIHVV2E96gBVT0ODC8gzz68VoWCyr+G1zcif3oc8KOhCG5SmssKSFe80RyVwucbDnDfO6voFF6f1+48n95//gKAPq0bAnAwJZ3+7RoHsorGGFMpqSrHUzMJsg6R5xQb93KWXl+6k19OX0FUyzDeuqs/DWrXyD3WsE5N0jOzOZ6aSXj9WgGspTHGVD6nsnz8buZaZq/Zx7W9Wwa6OqYUbJ3oM5SV7ePpzzYzdclOrujWnBdG9aV2zWCOp57Kk+9UtremRe2awYGopjHGVFrvxu3h/RUJ3HdZJyZe1inQ1TGlYMFDKWVm+1iy7RBPfbqZrQdPcMegtjx+bffc6adz5nOo5SYzCXZNcbaErDHGnObzKYs2J9Ksfi0euKJzoKtjSsmChxLIyvaxJP4wH63cy5ebE0nJyKJN4zq8fHs0V3Zrnmfykpzg4dIu3nTUdWoGU7tGMIkpGQGpuzHGVDapp7L47XtrWLA5kXsv7RDo6pgzYMFDAXI68KzYfYwvNh7gf5sSOXryFI3q1GBYz5YMjQrnki7NqBXy40cRcS54aOtGV4gIEY1qk3AstULfgzHGVFYPvLuGLzYe4A/Do7hrSLtAV8ecAQse/MQu/4FHPlz3o/Trep/nBQ1dw4udW33bQW9Noeb1T8/rULtmMBlZvrKtrDHGnIPSM7NZuCWROwZFMu7C9oGujjlDFjw4Pp8WGDh0aV6ff9zcmxrBJRuYciw1E4DwsNOjK+qHhnDkxKnCihhjTLWQlJbJr99ZxaksX+4MvObcZEM1naAg4fvfX87qP17BrqeGs+up4bz4s35sOZjC1CU7Sn2+5n4zSka3acSGfUmkpGeWZZWNOWPZ2dn07duXESNGALBw4UL69etHjx49ACJFJATAzeL6gojEi8haEemXcw4RGSMi29xrjF96tIisc2VecDPHIiKNRWS+yz/fzTRb5DVM1XEyI4sbX/qGb+IP8/TInlzQsWmgq2TOggUPfprVr5VnWtRhPVtyTY8WPPvFVhZvPVSqc/k/thjYvgk+Pd0fwphAmzJlClFRUQD4fD7GjBlDbGws69evBzjF6WnhrwE6udc9wEvgBQLA48AAoD/weE4w4PLc7Vfuapf+CLBAVTsBC9x+odcwVcvMFQlsSzzB1DtiuOX8ilvl2JQPCx6KMfnGXnQMr8eEGSvZuC+5xOX8H1v0bdOImsFBfBN/uDyqaEypJCQkMHfuXMaN82aUP3LkCDVr1qRz59zhcsnASLd9PfCmepYBDd0idVcB81X1qKoeA+YDV7tjYaq6zM0E+yZwg9+53nDbb+RLL+gapgp5a9lu+rRuyKVdwwNdFVMGLHgoRv3QGrw+tj/1Q0MY+/py9h1PK1G50BqnR2LUrhnMBR2b8Mma/WRlW8dJE1gTJ05k8uTJBAV5t3/Tpk3JysoiLi4uJ0sjTq9a2wrY41c8waUVlZ5QQDpAc78F7A4AOQ+9CztXHiJyj4jEiUjcoUOlawk0gZd2KpuWDWyBwKrCgocSaNEglP+OPZ+TGdlMmLGSU2cwcuKW81tzIDmdxdvsQ88Ezpw5cwgPDyc6Ojo3TUSIjY3l/vvvp3///gDZ7lVuXKtEqWZOU9VXVDVGVWOaNWtWTjUz5SElPZNWDWvz7Y4j+GzCvCrBgocS6toijMk39mL1nuNM/mxzgXmKuimGdm1O03o1iV2+p9A8xpS3pUuXMnv2bCIjIxk1ahQLFy5k9OjRDBo0iCVLlrB8+XLwVsnd6ors5XQrBECESysqPaKAdICDOY8j3M/EYq5hzmGqyordR3no/TX0f3IBy3cdJbJJXWz9q6rBgodSGNazJWMGtWXa1zv5YsOBHx3fdeQkAOcV0DRXMySIkf0iWLA5kcSU9HKvqzEFmTRpEgkJCezatYvY2FiGDh3K9OnTSUz0/o5nZGQAtAD+44rMBu5wIyIGAknu0cPnwJUi0sh1lLwS+NwdSxaRgW6UxR3ALL9z5XTEHJMvvaBrmHPQkRMZTFuygyueW8zIl75l7rr9XN/nPD6aMJiPJgzOMyOvOXfZPA+l9H/Do1j5w3EefH8Nc1uG0bpxndxjB5O9KahbNapdYNmbz2/Ny4t3MHv1PpscxVQqzzzzDHPmzMHn8wEcV9WF7tA8YBgQD6QCYwFU9aiI/AX43uV7QlWPuu0JwOtAbeBT9wJ4CnhPRO4CdgM3F3UNc+7w+ZSv4w/z7vd7+GLjATKzlb5tGvL0yJ4M73Ue9WrZn5qqRrxHj1VfTEyM+nUIOys/HEll+AtLaB9ej/d/MSh31sl56/YzYcZKrujWnKl3xBRY9urnF9Ogdg3e/cWgMqmLMWVNRFaoasH/gSuJsryfzZnbn5TGe98n8F7cHvYeT6NRnRr8tF8Et5zfms7N6we6eobyu58tHDwDbZrUYfKNvRg/YyXvxu3h9oFtAdhx6AQAHZrVK7Ts0K7hvLx4B0mpmTSoU6NC6muMMWVt7/E0rnpuMScysriwU1MeHdaVK7o1L3DNH1P1WJ+HM3R1jxZ0Py+Mt7/7ITdt435vHoguLQoPHi6Lak62a+Izxphz1V/nbCTL5+OL+y/irbsGMKLXeRY4VCMlDh5EJFhEVonIHLcvIvKkiGwVkU0icp9f3ktEZLWIbBCRr/zSrxaRLW4a2kf80tuJyHcu/V0RqenSa7n9eHc80q/Moy59i4hcdXa/htITES6Las6m/clku1EWS7Z5AcH5kY0LLdejVRhBAlsOlHzCKWOMqUwWbDrIp+sP8KtLO9rjiWqqNC0PvwE2+e3fiTe8qquqRgGxACLSEHgRuE5VuwM3ufRg4N94U9F2A24VkW7uXE8Dz6lqR+AYcJdLvws45tKfc/lw5UYB3fGmvn3Rnb9Chdbwfn2ZbuKnlPQsIO+6FvnVCgkmsmnd3FYKY4w5l7wft4dfTl9Bl+b1reN3NVai4EFEIoDhwDS/5PF4Pax9AKqaM2b7NuBDVf0hX3p/IF5Vd6jqKbxg43o3nGsoMNPlyz9tbc50tjOBy1z+64FYVc1Q1Z14vbT7l/xtl42awXmDhxzFrcA5oF1jvtt5NLfFwhhjKjufT5n06SYemrmW/u0a894vBuWZSddULyVteXge+B3g/1eyA3CLmy72UxHp5NI7A41EZJGIrBCRO1x6YVPQNsEbGpaVLz1PGXc8yeWvFNPZ1nKjLNJOZZdq1rS+rRuRkp5FwrHUMq+TMcaUh3fj9vDyVzv42YA2vD62v3X4ruaKDR5EZASQqKor8h2qBaS7ISBTgddceggQjddScRXwmIh0JgDKezrbnMcTB5LT2XH4RInLtW3izQ2x+4gFD8aYyi/1VBbPzt9KdNtG/PWGHsW2rpqqryRDNS8ArhORYUAoECYi0/G+7X/o8nwE/NdtJwBHVPUkcFJEFgO9XXpBU9AewVtFL8S1LvhPTZszbW2CiIQADVz+SjGd7XkNvcmg9h1PI8QtMtSvTcNiy7XJCR6OWvBgjKncEo6l8udPNnIoJYP/jO5nM0QaoAQtD6r6qKpGqGokXifFhao6GvgYuNRlu5jTc+HPAoaISIiI1AEG4HW0/B7o5EZW1HTnmu0WyPkSuNGVzz9tbc50tje6a6tLH+VGY7QDOgHLz+g3cBZaueBh7/F01u1NAmBA+ybFlmteP5SawUEkWPBgjKmkktIymTRvE0P/8RWLtx7ioau6EN228JFkpno5m0mingJmiMj9eAvpjANQ1U0i8hmwFq+PxDRVXQ8gIr/CmxM/GHhNVTe4cz0MxIrIX4FVwKsu/VXgLRGJB47iBRyo6gYReQ/YCGQB96pqua4CWJCGdWpQp2YwCcdS2XIgBYDzIxsVWy4oSAitEUTGGazOaYwx5e2tZbv5xxdbSErL5Cd9W/HglV1yW1qNgVIGD3eP4MwAACAASURBVKq6CFjkto/j9WsoKN8zwDMFpM/Dm8c+f/oOChgtoarpuKGeBRx7EniyxJUvByJCm8Z1+OFIKt9sPwIUPbtkftVlanBjzLlj8dZDPPbxegZ3aMLvh0fR/bwGga6SqYRseuqz1KZxHbYfOt1ZskUBK2rmdyrLR3J6Fo3r1irPqhljTKlkZfv469yNtGlch/+OPd9mjDSFsi6zZ6ltkzpsP3Qyd78kN9uhE97qm83DLHgwxlQOPp/y1Keb2XrwBP83rKsFDqZIFjycpTZ+S3KX1MHkdADCLXgwAZCdnU3fvn0ZMWIEAAsWLKBfv3706dOHIUOGgDcMGxF5zk0zv9pNQ3885xwiku13bLZf+jk31bzxhmJOmLGSaV/v5GcD2nBV9xaBrpKp5Cx4OEvtmpa8j0OOtFNe3866Ne2pkal4U6ZMISoqKnd//PjxzJgxg9WrV3PbbbcBtARQ1ftVtY+q9gH+yemh2QBpOcdU9Tq/9HNyqvnq7EBSOje//C1fbDzAYyO68dcbethwTFMsCx7O0oD2jYlqGVaqMiFB3o2ZZdNTmwqWkJDA3LlzGTduXG6aiJCc7K21kpSUBJBZQNFbgXeKOve5PNV8dbUuIYnr//01Ow+dZNqYGO4a0s4CB1MiFjycpRrBQTw9smfufmJKerFlkt0CWvVDreXBVKyJEycyefJkgoJO3/rTpk1j2LBhRERE8NZbbwHs9y8jIm2BdsBCv+RQN/X7MhHJCRDKbap5V49ynW6+uvls/X5ufvlbQoKC+GDCYIZ2bR7oKplziAUPZaBXxOlZJYc8/SU/FDPtdG6fh/rFj8wwpqzMmTOH8PBwoqOj86Q/99xzzJs3j4SEBMaOHQt5Z28F77HCzHxzqbR1U9PfBjwvIh3Ks+5Q/tPNVxeqyouL4vnl9JV0bVmfj++9gK4tStd6aowFD2Vk0YOXAN4wzIue+bLIvIkpGYhA03o1K6BmxniWLl3K7NmziYyMZNSoUSxcuJDhw4ezZs0aBgwYAMAtt9wCkL8jzyjyPbJQ1b3u5w68uV/64jfVvMtW0FTzVMap5quLjKxsfvv+GiZ/toXrep/HO3cPpFl967htSs+ChzIS2bQu5/nN8ZCUVtBjY09icjpN6tYixBaXMRVo0qRJJCQksGvXLmJjYxk6dCizZs0iKSmJrVu92eXnz58PkPvsTUS6Ao2Ab/3SGolIzoiMpnjr32w8l6earw6OnjzF6Gnf8eHKvdx/eWemjOpjS2qbM2YP3cvQ0keG0u5RbwLNV7/eyQNXFLyYaGJKBvVq2U1rAi8kJISpU6cycuRIgoKCaNSoEeTtgzAKr0Ojf+/eKOBlEfHhfQF5SlU3umPn5FTzVV18Ygo/fz2Og8np/PPWvlzb+7xAV8mc46S6TJEcExOjcXFx5X6dyEfm5m7veqrA2bu5/dXvWLLtMM/e3Juf9oso9zoZUxoissL1Z6i0Kup+rgoWbz3EvW+vpFZIMFPviKZvm+LX3zFVR3ndz9ZuXsa2PXlN7vbVzy8uMM/zt/Sha4v6vLJ4h61vYYwpNzO+283Y17+nVcPazPrVBRY4mDJjwUMZqxEcRLjrgLT5QArr3VLd/prUq8XYCyLZfCCFD1Za3zBjTNlLSc/MXeBq5vjBtLJVMU0ZsuChHLxzz8Dc7RH//LrA1oWboltzfmQjnpy7kdRTWT86bowxZyP1VDY+hat7tKBeLeveZsqWBQ/loEOzenQKPz3a7eEP1v4oT1CQ8Luru3IsNZP34xIqsnrGmGpgt5tvxha4MuXBgodyMvaCdrnb7xUSHMS0bUT/yMa8sGBbkUM7jTGmpI6ePMVjH6/n1qnLqB8aQr82DYsvZEwpWfBQTq7qXvxUryLCH6/txtHUU7yyeHsF1MoYU1VlZGUzdfEOLn7mS95e/gM/G9CGRQ9eQvtmpV+8z5ji2IOwctKkXt5Z2/YnpdGywY87LPVo1YCrurVg+rIfGH9JR3s2aYwptT1HU7n7zTg2H0jhki7N+P2wKDo1rx/oapkqrMQtDyISLCKrRGSO2xcReVJEtorIJhG5L1/+80UkS0Ru9EsbIyLb3GuMX3q0iKwTkXgRecGttoeINBaR+S7/fBFp5HftF1z+tSLS72x/EeVhWM8WudvLdhwpNN8vL+lAUlomL34ZXxHVMsZUISt/OMZPXlzKvuNpvDomhtfH9rfAwZS70jy2+A2wyW//Trw56buqahQQm3NARIKBp4Ev/NIaA48DA/CW3H08JxgAXgLuxpuathNwtUt/BFigqp2ABW4f4Bq/vPe48pVKSnomCzcn0tS1QDzz2ZZC8/Zp3ZCf9m3FtCU7OZBU/KqcxhgDMGftPka9soy6tUL4cMIFXBZlK2OailGi4EFEIoDhwDS/5PHAE6rqA1DVRL9jvwY+APzTrgLmq+pRVT0GzAeuFpGWQJiqLnNT4L4J5Czxez3whtt+I1/6m+pZhrcYT8sSveMKMnftftIzffxntNcosq+YoGDi5Z3J8vl4/ZtdFVA7Y0xV8Le5m2geVouPJlxAx3Dr22AqTklbHp4Hfgf4/NI6ALeISJyIfCoinQBEpBXwE37cGtCKvHPmJ7i0Vm47fzpAc1Xd77YPADlhdWHnqjQ+WbuP9s3qEt329Ixuh1IyCs3fpkkdLu0Szidr9tmsk8aYEhkaFU5icgYhwRLoqphqptjgQURGAImquiLfoVpAupszeyrwmkt/Hng4p0WirLhWiVL9VRWRe1xwE3fo0KGyrE6RMrN9rNh9jIs6NUNEuDwqHIBvi+j3AN4Hwd7jaWw/dKIiqmmMOcfdHNOajCwfn6zZF+iqmGqmJC0PFwDXicguvH4NQ0VkOt63/Q9dno+AXm47Bm9VvV14S+++KCI3AHvx+kjkiHBpe912/nSAgzmPI9zPnMcghZ0rD1V9RVVjVDWmWbNmJXirZePoyVOkZ/pymxEv7uIFD7NXF32DX9ChKQDf7TxavhU0xlQJPVs1oH3TuizclFh8ZmPKULHBg6o+qqoRqhqJt4zuQlUdDXwMXOqyXQxsdfnbqWqkyz8TmKCqHwOfA1eKSCPXUfJK4HP3WCJZRAa6URZ3ALPceWcDOaMyxuRLv8ONuhgIJPk93qg0grxBI9wU7cVG/9t0sMj8bZvUoWm9WnxvwYMpZ9nZ2fTt25cRI0YAsGDBAvr160efPn0AuohIRwARuVNEDonIavcal3OO6jZ6qjISEdo3q8ve42mBroqpZs5mkqingJEisg6YBIwrKrOqHgX+AnzvXk+4NIAJeJ0x44HtwKd+17hCRLYBl7t9gHnADpd/qitfaYXWOD097K7DJwvNJyL0b9eIpduPcOzkqYqomqmmpkyZQlRUVO7++PHjmTFjBqtXrwY4CvzBL/u7qtrHvaZB9Rs9VVnFJ6aQcCyNxCL6UxlTHkoVPKjqIlUd4baPq+pwVe2pqoNUdU0B+e9U1Zl++6+pakf3+q9fepyq9lDVDqr6K9e/AVU9oqqXqWonVb08J9hwoyzudfl7qmrcmf4CypPPr+Pj337SE4CHZv7o15THHYMiSUrL5Napyzh8wj4QTNlLSEhg7ty5jBt3Ot4XEZKTk3N2g4HiHqJXq9FTlc2xk6f40+wNXPX8EvYeT+OBKzoHukqmmrHpqctBvVohhIWGMGneJiZ/tpn1e5O45Xyvi8b3u45xMqPwVTQHtm/Ca2POZ9eRk9zy8rccTLZ5H0zZmjhxIpMnTyYo6PTtP23aNIYNG0ZERARAE0638oHXwrhWRGaKSE5fowofPRWoDtCViaryxje7uOTvi3jz213c2r81ix68hNED2wa6aqaaseChHNStFcLH917ARZ2b8dJX2xnxz6/p+afPc4/f984qsn2FDxwZ0qkpb4ztz4GkdG5++VsSjqVWRLVNNTBnzhzCw8OJjo7Ok/7cc88xb948EhISAA4Dz7pDnwCRqtoLr3XhDcrAmYyeClQH6MrkYHIGj8/eQNN6Nfn0Nxfx1xt6/mgqfGMqggUP5aR9s3q8NDqa739/OX+/qTe3nN+aOwdH0j+yMQs2J/KXORuLLD+gfROmjxvA0ZOnuOHf37Dyh2MVVHNTlS1dupTZs2cTGRnJqFGjWLhwIcOHD2fNmjUMGDAgJ9sxYDDkPjrMeX42DciJOip89JSBFg1CuayrN7dDs/oWNJjAseChnDWtV4sboyN4/Nru/Om67rz3y0H8/IJ2vP7NLt4oZjbJvm0a8eH4wdSpGcxtU5fx1dbq2VRrys6kSZNISEhg165dxMbGMnToUGbNmkVSUhJbt27NyRaGm4o+X9+D6zg9RX21Gz1VWTw6rCupmdn8c+G2QFfFVGMWPATA74dHcXlUc/78yQa+3Fz0+OxOzevz0YTBtG9aj3FvfG8BhClzISEhTJ06lZEjR9K7d2/w+jw85A7fJyIbRGQNcB/emjbVevRUoHUMr0//yMas+uF4oKtiqjGpLlMhx8TEaFxc5RmUcTIji5tf/pZdh0/y/i8H0+28sCLzJ6Vlcusry9h15CQfjB9MVMui8xtzpkRkhZs5ttKqbPdzRfvZtGVkZPqYOX5woKtiKrnyup+t5SFA6tYK4dUx51M/tAZ3vfE9icWMqmhQuwavjz2fOjWD+cPH6239C2OqKVXleGqmrWdhAsqChwBq0SCUV++MISktk7vfWkF6ZnaR+cPDQnnwyi6s2H2Mb7YXvU6GMaZqWrTlEBv2JXNFtxaBroqpxix4CLDu5zXg2Zv7sGbPcR75YG2xLQrX9PD6r61JsOedxlQ3GVnZ/GXuRto3rcvtNreDCSALHiqBq3u04KGruvDx6n28uGh7kXkb1KlBq4a12bQ/pYJqZ4ypDI6dPMXtry5nx6GTPDaiGzVD7OPbBE5IoCtgPBMu6cCWAyk88/kWOoXX48ruhTdJdgivx87Dtmy3MdXFzsMn+fnr37P3eBpTRvXh0q7hga6SqeYsdK0kRITJN/aid0QDJr67mk37kwvNezIji/q1alRg7YwxgbLtYAo/eXEpSWmZvD1uANf3+dHM3cZUOAseKpHQGsG8ckcMYaE1GPdGXKELYyWmpBMeZrPLGVPVqSqPzVoPwEcTBhMT2TjANTLGY8FDJdM8LJSpd8Rw5GQGv3xrBRlZeUdgqCqJyRmE29S0xlR5c9ftZ9mOozx4ZRfaNqkb6OoYk8uCh0qoZ0QD/n5Tb+J2H+MPH+Wd0yE5PYuMLB/h9UMDWENjTEX418J4uraoz6392wS6KsbkYcFDJTWi13ncd1kn3l+RwKtf78xNP5TiTSZljy2MqfpST2XTtUV9goNsQihTudhoi0ps4mWd2HYwhb/N20T7ZnUZ2rU5iclePwhbUc+Yqi+0RhAnTxU9eZwxgWAtD5VYUJDwj5t70+28MO6dsYoVu49xMKflwR5bGFPldWkRxv82HeTfX8bblPSmUilx8CAiwSKySkTmuH0RkSdFZKuIbBKR+1z6z0RkrYisE5FvRKS33zmuFpEtIhIvIo/4pbcTke9c+rsiUtOl13L78e54pF+ZR136FhG56ux/FZVTnZoh/PfO/oSH1eLO15Zz/7trAGjduHaAa2aMKW/P3NiLa3udxzOfb+G+2NWkWSuEqSRK0/LwG2CT3/6dQGugq6pGAbEufSdwsar2xFuy9xXwgg/g38A1QDfgVhHp5so8DTynqh2BY8BdLv0u4JhLf87lw5UbBXQHrgZedOevkprVr8VbPx9AkN9zz33Hi15Iy5jCZGdn07dvX0aMGAHAggUL6NevH3369GHIkCEAtQBE5AER2ei+DCwQkdz5kEUkW0RWu9dsv3T7IlCGQmsEM2VUH24f2JZP1uzjt++vDnSVjAFKGDyISAQwHJjmlzweeEJVfQCqmuh+fqOqx1yeZUCE2+4PxKvqDlU9hRdsXC8iAgwFZrp8bwA3uO3r3T7u+GUu//VArKpmqOpOIN6dv8pq06QOsfcMzN0/lnoqgLUx57IpU6YQFRWVuz9+/HhmzJjB6tWrue222wBaukOrgBhV7YV3/032O02aqvZxr+v80u2LQBlKSsvkybmbiP3+B+rVCuGyrs0DXSVjgJK3PDwP/A7w+aV1AG4RkTgR+VREOhVQ7i7gU7fdCtjjdyzBpTUBjqtqVr70PGXc8SSXv7BzVWlRLcO4OcaLxX41YyVJqZkBrpE51yQkJDB37lzGjRuXmyYiJCd7M5omJSUBZAKo6peqmuqy+X8RKJB9ESg7Pp/y1rLdXPr3Rby6dCcj+0Ww8MGLGRld5D+BMRWm2OBBREYAiaq6It+hWkC6qsYAU4HX8pW7FC94eLiM6lpqInKPC27iDh06FKhqlKkB7ZoAsC8pnWumLGbZDlua25TcxIkTmTx5MkFBp2/9adOmMWzYMCIiInjrrbcA9hdQ1P+LAECou7eWiUhOgFCuXwSq4v1ckPTMbO59eyWPfbyejuH1+ORXQ3hqZC/rJG0qlZK0PFwAXCciu/AeNQwVkel4N/mHLs9HQK+cAiLSC+8Rx/WqmvPXbS9eH4kcES7tCNBQRELypecp4443cPkLO1ceqvqKqsaoakyzZs1K8FYrv2zX4/rFn/WjZkgQt05dxjOfbyYz21dMSVPdzZkzh/DwcKKjo/OkP/fcc8ybN4+EhATGjh0Lee8tRGQ0EAM845fc1n1xuA14XkQ6lG/tq+b9nN/hExmMemUZn204wO+HRfHuPQPp0apBoKtlzI8UGzyo6qOqGqGqkXjPJheq6mjgY+BSl+1iYCuAiLTBCypuV9Wtfqf6HujkOlTVdOeard74oy+BG12+McAstz3b7eOOL3T5ZwOjXCesdkAnYHmp3/05qH4tL8ZqULsGc++7kJuiI/j3l9u58aVv2HX4ZIBrZyqzpUuXMnv2bCIjIxk1ahQLFy5k+PDhrFmzhgEDBgBwyy23ANTLKSMilwO/B65T1dzFVlR1r/u5A1gE9KUcvwhUB4kp6dzw76VsPpDMSz+L5u6L2uM92TGm8jmbeR6eAkaKyDpgEpDzEPWPeM2RL7qe2HGQ21T5K+BzvFEb76nqBlfmYeABEYl3ZV916a8CTVz6A8Aj7lwbgPeAjcBnwL2qWi3GMF3aNZzGdWvyz4XbqFMzmMk39ubft/Vj5+GTDHthCe/F7bHx4KZAkyZNIiEhgV27dhEbG8vQoUOZNWsWSUlJbN3qxfnz588HSAcQkb7Ay3iBQ2LOeUSkkYjkjMhoitc6udG+CJydr7YcIuFYGq+OOZ+re7QIdHWMKVKpZphU1UV43zJQ1eN4IzDy5xnH6UAi/7F5wLwC0ndQQCcpVU0HbirkXE8CT5a48lVEaI1gHryyC//30TpmrkjgppjWDO/Vkr5tGnL/u6v53cy1fLXlEH/7SU8a1LFlu03RQkJCmDp1KiNHjiQoKIhGjRrB6T4Iz+C1QrzvvgH/4EZWRAEvi4gP7wvIU6q60ZV5GIgVkb/ijdbw/yLwlvsicBSv5RFV3SAiOV8EsqhGXwTyyxlB1bt1wwDXxJjiSXX5lhoTE6NxcXGBrkaZ8PmUm1/+lvhDJ1j8u0sJC/WChGyf8vLi7Tz7xVbC69fi2Vv6MLB9kwDX1pxrRGSF689QaVWl+znHU59u5tWvd7D1r9fY4wpTZsrrfrbpqc9BQUHC49d253hqJu9890NuenCQMOGSjnwwfrB1pjTmHFOvVjCZ2cqJjKziMxsTYBY8nKN6RjRgcIcmvLZ0J6mn8n7Y9G7d8EedKXdaZ0pjKrUuLcIA2LQ/JcA1MaZ4Fjycw35zWScOpWTwwLtr8PnyPn6qWyuEyTf25sWfuc6UU5bw1rLd1pnSmEomK9vH9GW7efTDtYD3+NGYys6Ch3PYgPZN+L9hUXy24QB//2JLgXmG9WzJ5/dfRExkIx77eD13vLacfcfTKrimxpj8VJUvNydyzZQl/OHj9bRvWo9Z917AoA7WT8lUfqUabWEqn7uGtGP7oZO8uGg7HZrVK3D62pYNavPmz/sz47sf+Nu8TVz13GIev647I/u1so5ZxgTA+r1JTPp0E0vjjxDZpA7/GR3NVd2b2/1ozhkWPJzjRIQnru/OzsMneGzWeqLbNiKyad0C840e2JYLOzXloffX8uD7a/hs/QH+9tMeNu2tMRVk3/E0/v7FFj5atZcGtWvwxxHdGD2wLTVDrBHYnFvsf2wVUCM4iGdv7kON4CBGv/ode46mFpq3bZO6vHPPQP4wPIrF2w5x1XOLmbu2oKUMjDFlJTk9k6c/28ylf1/EnLX7ueei9nz10KX8fEg7CxzMOcn+11YR5zWszfS7BpCclsmoV5YVOVV1cJAw7sL2zLtvCK0b1+Het1fy63dW2SqdxpSxzGwfb3yzi0ueWcRLi7ZzTY8WLPztxTx6TRQNatskbubcZcFDFdIzogEzxg3k5KksbnhxKQs3Hywyf8fw+nw4fjC/vaIzn67bzzVTFrN859EKqq0xVdsXGw5w5XOLeXz2Bro0r88nvxrC86P6EtGoTqCrZsxZs+ChiukZ0YBZ915Ai7BQfv56HC9/tb3I/CHBQfz6sk65E0uNeuVbnv1iC1k2sZQxZ8TnU576dDP3vLWCkCDhtTtjePvuAfSMsNUxTdVhwUMV1LZJXWb96gKG92rJU59t5svNicWW6d26IXPuu5Cf9ovghYXx3Pzyt0X2nTDG/NipLB/3xa7iP19t57YBbfj0NxcytKuNojBVjwUPVVStkGD+fmNvolqEcV/sqhLNMFmvVgh/v6k3L9zal20HTzBsyhJmra6WqyMbc0bidh9ljuuA/Om6/Yx9/Xsmf7aZT9ftJ+FYqk3SZqoMWxirisjM9lEj+Mex4J6jqVz7r6+JbtOIV+88v8Tn23M0lYnvrmbF7mP8tG8rHr+2u63SWU3YwlhnZ11CEqsTjrM+IYm1e5PYdjCFLDdrZKM6NejRqgE9WzWgV0QDerRqQKuGta1lwpSb8rqfbZ6HKmDv8TRueukbJl7emZtiIvJ8ELVuXIcB7RqXem2L1o3r8O49A/nnwnj+uXAbS+IP88R13bmmZ8uyrr4JgOzsbGJiYmjVqhVz5sxhwYIFPPTQQ/h8PoAuItJRVeNFpBbwJhANHAFuUdVdACLyKHAXkA3cp6qfu/SrgSlAMDBNVZ9y6e2AWKAJsAK4XVVPFXWNc1HPiAZ5+jekZ2az+UAK6/YmsT4hiXV7k3hl8Y7cgKJlg1AGtW/CwA5NGNyhiXWoNOcECx6qgOxsJaJRHX73wVo+Xr2Xv/2kZ56JolJPZVO7RnCpzxsSHMT9V3Tmim7NefiDtYyfsZIruzXniet70KKBTSx1LpsyZQpRUVEkJycDMH78eGbNmkVUVBQichT4A3AnXnBwTFU7isgo4GngFhHpBowCugPnAf8Tkc7u9P8GrgASgO9FZLaqbnRln1PVWBH5jzv3S4VdoyJ+DxUhtEYwfVo3pE/rhrlpuQFFwnGW7TzKV1sP8eEq7xFh68a1GdS+CYM6NGFQ+6Z2r5lKyfo8VAFtmtQh9p6BPPmTHqxLSOKq5xfzn6+2k5XtIyvbx5o9x+nSov4Zn79HK28ExyPXdOWrrYe44tmvmPHd7h8txmXODQkJCcydO5dx48blpolIbiCB12Kwz21fD7zhtmcCl4nXtHU9EKuqGaq6E4gH+rtXvKruUNVTeC0N17syQ905cOe8oZhrVFk5AcXtgyL59239iPvD5Xw+8SL+dG03olqE8fmGg9z/7hoGTlrA0L8v4i9zNnLSluo2lYi1PFQRQUHCzwa05bKuzfnjrPU89elmZq/ex80xESSnZ3Fx5/CzOn9IcBC/vLgDV3dvwaMfruP3H61n1qp9TBrZkw7N6pXRuzAVYeLEiUyePJmUlNNLP0+bNo1hw4ZRu3Zt8B4rPOUOtQL2AKhqlogkueOtgGV+p01waeTk90sf4MocV9WsAvIXdo3D/vUWkXuAewDatGlzRu+9shIRurSoT5cW9bnzgnZk+5RN+5P5dvsRvt1xhP8u3cnX2w7zyh3RtG3y4+nnjalo1vJQxbRoEMord8Twn9H9OHQigz99shGAqJZn3vLgL7JpXd6+ewCTR/Zi84FkrpmyhH8t3MapLJsX4lwwZ84cwsPDiY6OzpP+3HPPMW/ePBISEsD7o/1sIOpXFFV9RVVjVDWmWbNmga5OuQoOEnq0asDdF7XntTvP582fD+BgSjrX/Wspi7ceCnT1jCl58CAiwSKySkTmuH0RkSdFZKuIbBKR+/zSXxCReBFZKyL9/M4xRkS2udcYv/RoEVnnyryQ02QpIo1FZL7LP19EGhV3DeO5ukdL/nf/xUS1DAOgTs2ya2QSEW4+vzX/++3FXNGtOX//YivDXljCN9sPF1/YBNTSpUuZPXs2kZGRjBo1ioULFzJ8+HDWrFnDgAEDcrIdAwa77b1AawARCQEa4HVqzE13IlxaYelHgIbuHP7pRV3DOEM6NWX2vUNo2SCUO/+7nFcWb7dhnyawVLVEL+AB4G1gjtsfi9dDOsjth7ufw4BPAQEGAt+59MbADvezkdtu5I4td3nFlb3GpU8GHnHbjwBPF3WNol7R0dFaHfl8Pk07lVWu11iw6YAOeXqBtn14jv767ZV6ICmtXK9nysaXX36pw4cP18zMTG3SpIlu2bJFVVWBXcAH3ib3Av9x26OA99x2d2ANUAto5+7nYLxHoTtcWk2Xp7sr8z4wym3/B5hQ1DWKelXX+/lkRqZOmL4i915LzSjfe9uc+4A4LeHf+dK8StTyICIRwHBgml/yeOAJVfW5ICRnGsPrgTddvZfhfdtoCVwFzFfVo6p6DJgPXO2OhanqMvdG36TgjlT5O1gVdA2Tj4gQegYjLUpjaNfmzL//Yn5zWSc+23CAy/7xFdOW/D979x0fVZkucPz3JCEJIUAoCV1CkyogBLAighQFRRbXRdcV+7XtukUs4Z9bPAAAIABJREFUu9era7kq7uq6V1cXK66uWFcjFkCKoiIQpINABJTQAgkkgZD+3D/OGxhCIAmZZGaS5/v5zCdn3vOeM8+UM3nnrZsptCmuQ0JERAQvvPACEydOpF+/fuD1N5jidr8EtBCRVLwfEPcAqOpa4G1gHfAZcJuqFqvXp+F2YBawHq8gsNad627g9+5cLdy5j/sY5lgxkRE8c+Xp3DWmOx+t2sHE575hVdp+q4Uwta5Sk0SJyLvAo0Bj4E5VHSciGXjtohOAPXjjvDe5Zo3HVPUrd+xcvC+NYUC0qj7s0u8DDgELXP4LXPq5wN3uMfarapxLF7zhXHHHewxVPWrWmDIdrAb++OOPJ/s6mUrauvcgD3y0lgUb9tCjdWMeHN+HwZ2aBzosUwU2SVRomL8hnTveXE52XhGntopl4oD2TDi9HQlNbGinOaKmrucKax5EZByQrqrLyuyKAvJcUC8AL/s7OF+uVqJKxWutRx2sgkViy0a8cs0g/vmrgeTkFXH5Pxfx+7dXsCcnP9ChGVOnnN89gYV3D+eRCX2IjYrg0U+/54xH5zL55SUkr9xBXmFxoEM0dVhletGdDVwiIhcB0UATEXkdb6jV+y7Pf4BX3PaJOlINK5O+wKW3Lyc/wG4RaaOqO12zRGnTyPEewwQBEWF079YM7RbPM/M3Me3Lzcxeu5tbz+/CdWd3qvFmFGPqi6YNG/DLIR355ZCObN5zgPe/287736XxmzeX07xRJP87oQ9j+liLrvG/CmseVPVeVW2vqol4nZnmqepVwAfA+S7becBGt50MXO1GRJwBZKnqTrw20FEi0syNmhgFzHL7skXkDNc0cTXwoc+5SkdlTC6TXt5jmCDSMDKcKaN7MOu3QzmjcwumfraBC578gpmrdlgbrTF+1jk+ljtHd+eru4fzxg1DaBfXkJtf/44/vL2SnLzCQIdn6pjqzPPwGDBRRFbj9Ycona7uE7ze1ql4zRm3AqhqJvAQsNTdHnRpuDwvumN+wBtJUfoYI0VkE3ABRyauKfcxTHDqHB/Li5OTeOOGIcRGRXD7v5dz+T8XsW5HdsUHG2OqJCxMOLtrS96/9Sx+M7wr/1mexpi/LWT9TrvejP/YqpqmVhWXKO+kbOOJWRvYl1vA5LMS+d3IU2kSbSt2BgvrMFm3LPtxHze/voz42Cg++vU5hIfV6Zm/TRkB6zBpjD+FhwmTBp/CvD8M48ohp/DqN1sZ8dcv+GD5dmvKMKYGDOzYjAcu7s26ndn8e7GNODP+YYUHExBNYxrw8KWn8eFtZ9O2aTS/fWsFV7zwLZt251R8sDGmSi46rTVndm7BX2ZvtAXtjF9Y4cEEVN/2cbx/69k8MqEP63fmcOHTC3n0k/W2gqAxfiQiNIwMJybSRjoZ/7DCgwm4cLci6Lw/nMfPBrTjn19uZvhfF/DhCmvKMMYf8gqL+WLjHoZ1jyfM+jwYP7DCgwkaLWKjmHpZP9675SwSGkdzx4wV/Pz5RazZnhXo0IwJaVERYQw8pRnvLdvO4s225pipPis8mKAzsGMzPrztbKZO7MuWvQe5+JmvuPf9VWQcsFkqjTkZIsK0qwfSoXlDbnwthdT0A4EOyYQ4KzyYoBQW5i37Pe/OYVx3difeSUlj2F8W8PJXW2zBLWNOQlxMJK9eO5jIiDBufC2FrEM2cZQ5eVZ4MEGtacMG3DeuF5/99lz6d4jjwZnruOjphczfkG79IYypog7NY3juqoGk7cvljhnLKbaRF+YkWeHBhISuCY157brBTPvVQAqKS7j2laVc+cJiVm7bH+jQQk5xcTGnn34648aNA+Dcc8+lf//+9O/fn7Zt2wJ0ARCRKSKywt3WiEixiDR3+7aKyGq37/BsTSLSXETmiMgm97eZSxcR+buIpIrIKhEZ4HPMZJd/k4hMxtSoQYnNuXVYVxZs2GP9H8xJs8KDCRkiwqjerZnzu/P48yW92bg7h/HPfs1tb3zHlr0HAx1eyHj66afp2bPn4fsLFy5kxYoVrFixgjPPPBNgP4CqPqGq/VW1P3Av8IXPlPIA57v9vrPX3QPMVdVuwFx3H+BCoJu73QQ8B15hA7gfGAIMBu4vLXCYmqGqLNqcQULjKAZ0tJfanBwrPJiQExkRxuSzEvnirvO5Y0Q35m9I54Inv+C/P1hNek5eoMMLamlpaXz88cfccMMNx+zLzs5m3rx5APvKOfQK4M1KPMR4YLrbng5c6pP+mnq+BeLcSrmjgTmqmqmq+4A5wJiqPCdTNUu2ZLJkSya3nd/VVrg1J80KDyZkxUZF8LuRp/LFlPP55ZBTmLFkG+dNXcCTszfUqVUEcwuKSE33z8ybv/3tb5k6dSphYcde+h988AEjRowAOKpHqojE4P1Df88nWYHZIrJMRG7ySW/ls8LtLqCV224HbPPJl+bSjpd+DBG5SURSRCRlz549J36i5rjS9h0C4OyuLQMciQllVngwIS++cRQPju/D578/j+E9E/j7vFTO/8sXvJ2yrU5Mxdvrf2ZxwZNfVvs8M2fOJCEhgYEDB5a7/8033+SKK64ob9fFwNdlmizOUdUBeM0Rt4nI0LIHqdej1W9vgKpOU9UkVU2Kj4/312nrnXbNGgKwK8tq6czJs8KDqTMSWzbi2SsH8MFtZ3NK84bc9e4qxj/7Nct+zKz44CCV7ccalK+//prk5GQSExOZNGkS8+bN46qrrgJg7969LFmyhLFjx5Z36CTKNFmo6nb3Nx34D15/BYDdrjkC9zfdpW8HOvicor1LO166qSFFxV55ri7VzpnaZ4UHU+f07xDHe7ecxdOT+rMnJ5+Jzy3ihulLWZUWeiMzSkeT9GnXpNrnevTRR0lLS2Pr1q3MmDGD4cOH8/rrrwPw7rvvMm7cOKKjo486RkSaAucBH/qkNRKRxqXbwChgjdudDJSOmJjsc1wycLUbdXEGkOWaN2YBo0SkmesoOcqlmRry3BeptIyN5LzuVntjTp4VHkydJCKM79+OeXeexx9GnsrSrfu45JmvufaVJSz/qbz+gMFp2pebAbjmrE41+jgzZsw4XpPFBGC2qvoOZ2kFfCUiK4ElwMeq+pnb9xgwUkQ2ARe4+wCfAJuBVOAF4FYA1xTyELDU3R4s0zxi/GjFtv18nZrBxAHtiYmMCHQ4JoRJfZloJykpSVNSUirOaOqknLxCXlv0Iy8u3My+3EKGnhrPHSO6MrBj80CHdkKJ93wMQOojFxIRXjtlfRFZVmb4ZdCx6/nkbMvMZdK0b9mZdYhbh3XlNyO6ERlhvyHrspq6nu1TY+qFxtENuO38riy8ezj3XNiDNduzmPjcIn754rcs2RKcP3R9C/a1VXAwdVuH5jF89ttzmTigPc/MT+XSZ7/mp4zcQIdlQlClv5FEJFxElovITHf/VRHZ4jMDXX+X3lREPhKRlSKyVkSu9TlHuTPJichAN1tdqpuFTlx6lWerM+ZEYqMiuPm8Lnx19/n86aKebNiVw+X/XMSvXlocdKt3rkzz4mnTNLqCnMZUXmGx0im+EbFREazbmc2na3ZWfJAxZVSl0esOYD3g23Nriqq+WybfbcA6Vb1YROKBDSLyBhCLN5NcEt7wrWUikuwmhnkOuBFYjNc2Ogb4lCOz1T0mIve4+3dz9Gx1Q9zxQ6rwXEw9FxMZwY1DO3PVGR15/dsfeXZBKuP+7ysu7teWO0edSscWjQIdIu+keNMf3DGiW4AjMXXB6rQspi/aSvLKHRQUlXBWlxZMPiuRC3q2qvBYY8qqVOFBRNoDY4FHgN9XkF2Bxq72IBbIBIrwmUnOnXMOMEZEFgBN3KxziMhreLPSfYo3K90wd97pwAK8wsPh2eqAb0UkTkTa+ExOY0ylNIwM58ahnbl8UAemffkDL321hU9X7+TKIafw6+HdiG8cFbDYYqMiiIwI4/KkDhVnNuY4VqXt55GP17N4SyYxkeFcntSeyWcm0q1V40CHZkJYZWse/gbcBZT9tD0iIv+Dm8NeVfOBZ/CGZe1w+X+hqiUicqIZ5tLKSYeqz1Z3VOHBzXx3E8App5xSyadq6qOmDRswZXQPrj4zkafnbuKNxT/x7rI0bjinEzcO7Uzj6Aa1HtPG3Tmc0jyGsDCp9cc2oW9XVh5TZ33P+99tp2VsJP89tic/T+pA04a1/1k2dU+FfR5EZByQrqrLyuy6F+gBDAKa49UIgFfDsAJoC/QHnhGRag9SP5nZ6mxGOlNVrZpE878TTmPO74ZyfndvtsqhU+fz7PxUDuQX1VocRcUlpGzdx5BOwT0axAQfVeXZ+amc/5cFzFy1k1uGdWH+ncO44dzOVnAwflOZDpNnA5eIyFZgBjBcRF5X1Z1ukZt84BWOzDB3LfC+25cKbMErZJxohrn25aRD1WerM8YvOsfH8uwvB/DhbWfTr0McT8zawDmPz+OZeZtqZWa+dTuzyckv4ozOLWr8sUzdknWokP+bt4lDhcX0atOEs7q0IDbK5nQw/lVh4UFV71XV9qqaiDdN7TxVvcrnn7rg9VEonWHuJ2CE29cK6I43OUy5M8m5ZolsETnDnetqjp6Vriqz1RnjV/06xPHqtYP54LazGXBKM/4yeyPnPbGAfy3aSlFxSYXHn6xvN2cAMKSz1TyYqomLiWT+ncO4/fyubMvM5VcvLWHEk18w/Zut5BUWBzo8U0dUZ/D4GyKyGlgNtAQedukPAWe5fXOBu1V1bwUzyd0KvIg3+9wPeJ0loYqz1RlTU/p3iOPlawaRfPvZnNoqlvs+XMuYpxcy//v0o+Zj8JdvN2fSJb4RCY1tmKapujZNG3Ln6O58c+9wnry8H42jG3B/8lqe+nxjoEMzdYTNMGlMFakqc9bt5tFPv2fL3oMMOCWO287vyvAeCbgpSqp9/n5/ns3Yvm149Gd9/RBx1dgMk6ElbV8u077czOBOzRnSqQUtYyPL/Rxe9PRCWjWJ4pVrB5dzFlNX1dT1bA1hxlSRiDCqd2uGdU/grZRtPL/gB66fnkKP1o254dzOnN89nhaxJz/Ec0dWHtl5RfRq29SPUZsf9hxg7Y5sNuzKpqhY2Z2dx+7sfG4Z1oUOzWNo2CD8qPyVLQdWlE2BwuIS8otKKCwuQRDCxPsciUCYuPu4+2He/TC3X07wCCLw4EfrmL1uN68t+rHcPMO6x3Nx37Zs25fLtn25lJSojeAx1WaFB2NOUmREGL86oyOTBnUgecUO/rEglTvfWQlArzZN6NOuCT1aN6FH68b0aNOE5o0iK3XeDbuyAejR2sbhV1fWoUIe/Ggd732Xdtw8i1z/krpqwYY9LNiw5/D9zn/85KTO0ygynJm/OZdOLQM/gZoJPCs8GFNNDcLDmDiwPRNOb8eq7Vl8tWkP327OZO76dN5OOfJPK6FxFN1bN6ZnG69A0b5ZDM1iGtC8USTNGx2pav5+Vw4Ap7pJfAqKSogIk8O/FlWVXdl5NI5uQKPIcL80ldQ18zekc+0rSwMdxjGaREcQExlBdIMwwsIEVe/9LFEoUSU9J5+CoprriFsdBwuK+WrTnjpbeFBVDhUWk32oiH25BfyUmcuPGQfZmuH+7s1l+/5Dxxx39ZkdeXB8nwBEHFhWeDDGT8LChP4d4ujfIY7bh3tpe3Ly+X5XNt/vzOH7XTl8vyubV7/eSkGZkRpNGzagVZMoikuUH/Z4q1/3+/Psk47lrC4tGHpqPH3bNyU+NurwHBWnn9KM4uJikpKSaNeuHTNnzuTcc88lJ8crsKSnpwN0ARCRYXgjnLa4076vqg+6fWOAp4Fw4EVVfcyld8Ib0t0CWAb8SlULRCQKeA0YCGTgTR631R1zL3A9UAz8RlVnnfQTd5pEV+6rrWVsJC0aRdG8USQtYiNp0SiSFrFRh7djoxqgKMUlSl5hCftyC9ibk8+eA/nsPZDPnhzvtvdAQaXmAcnOKyI7z8sXGR5Gw8hwYg7fGtA2riExkeE0iow4vK9hZDgxDSJoFBV+JM3dL92OiQwnJiqcmMgIGjYIJ7ycZokPlm/nt2+t8B47Ioz42ChaNo4iPjaK+MY+N3c/oXEULWOjiG4Q5hVyoNzzBoOSEiW3sJj07DzSc/Jdk5TXLLU7O4/07Hx25+SxKyuPfD8XzhKDYCr7QLDCgzE1yPtCjufcbkcmKSsqLmFrxkF2ZuWRebCAjAMFpO45QMaBfCLCww4XHqrjmx8y+OaHY6vjrzkrkSaps+jZsyfZ2V7zyMKFCw/vnzhxIu+///5+n0MWquo433OISDjwLDASb3bXpW6dmnXA48BTqjpDRJ7HKxQ85/7uU9WuIjLJ5fuFiPTCGwLeG29iuc9F5FRVrdaYwoEdm7P1sbHVOUWVlZR4v1xzC4rJLShyf4s5VFDMwYIiDhWUt+/Idml65sECtmXmevnd+apaGxEZEUaDMCEiPIwG4UJ4mFDi0ze+oKiE7fsPlftLurISGkcRF+NNOuXbL6O8ijCRY3tuKJBbUMSBvCJy8oqOKVAHSkSY0LFFDIktGpHYshGJLWLo2KIRiS0a0bpptC1h7ljhwZhaFhEeRteExnRNKL9PwzNXeN/yFTVH5BUWk3WokIP5RezOzmfN9izmfZ9+VBt+j9aNSU0/QJH7z5GdsYuFH3/Mn/70J5588smjzpednc28efMA9lXwFAYDqaq62cU5AxgvIuuB4cCVLt904AG8wsN4tw3wLt7Ms+LSZ7jJ5raISKo7/6IKYgg6YWFCo6gIGkVFAP5dE6WouITcwuLDBZCD+UWHCyqlBZCDPtuHCospKlaKiksoKlGKipXCkhKK3XZRSYlLU4pLSigsVvKLSkjPzmNnVl6lYkrPySc9J9+vz7M6ohuE0apJNK0aR5PQJMrbPvw3moTGUcSWNhtFhNky99VkhQdjgkxl+zBENwgn2o0Q6Bwfy5ldWnDj0M7kFxXzU0YuXRNijznXZZddxtSpUw83U/j64IMPGDFiBO+9957vT8AzRWQl3lo1d6rqWspfW2YIXlPFflUt8kkvXafm8DGqWiQiWS5/O+DbMudqhzlKRHgYTcLDaBKANVbKk1dYzJ6c/GOaarzmDT0mDbw+HYXF6gowXqEmuoHX9FL6t2EDr2kmKiLM+vIEOSs8GFPHREWEl7ti4syZM0lISGDgwIEsWLDgmP1vvvkmN9xwA++9915p0ndAR1U9ICIXAR8AAVsf3Ba6Cx7RDcLp0Dwm0GGYALJ6G2Pqia+//prk5GQSExOZNGkS8+bN46qrrgJg7969LFmyhLFjj/QTUNVsVT3gtj8BGohIS46/tkwGECciEWXS8T3G7W/q8ld6nRpb6M6Y4GGFB2PqiUcffZS0tDS2bt3KjBkzGD58OK+//joA7777LuPGjSM6+sh02CLS2vVLQEQG431fZOBNL99NRDqJSCReh8dkt/LtfOAyd4qy69GUrlNzGd4aOerSJ4lIlBup0Q1YUlOvgTHGP6zZwhjDjBkzuOeee8omXwbcIiJFwCFgkvuHXyQit+MtdhcOvOz6QgDcDcwQkYeB5cBLLv0l4F+uQ2QmXoEDVV0rIm8D64Ai4LbqjrQwxtQ8W9vCGHMUW9vCmLqjpq5na7YwxhhjTJVY4cEYY4wxVVJvmi1EZA/gu+xcS2BvgMKpDIuv+oI9xmCNr6OqBvVwhnKu50AI1vcvGOMKxpggOOPyd0w1cj3Xm8JDWSKSEsztuhZf9QV7jMEenzmxYH3/gjGuYIwJgjOuYIypPNZsYYwxxpgqscKDMcYYY6qkPhcepgU6gApYfNUX7DEGe3zmxIL1/QvGuIIxJgjOuIIxpmPU2z4PxhhjjDk59bnmwRhjjDEnwQoPxhhjjKkaVQ2JG7AVWA2sAFJc2s+BtUAJkFTOMacAB4A7fdLGABuAVOAen/ROwGKX/hYQ6dKj3P1Utz/R55h7XfoGYFdV4gP6Aovc/tVAtEsf6O6nAn/nSNNSc2AOsMn9bebSxeVLBVYBA3weY7LLvwnYU9n4gAbAdJd/PXBvgF6/J4Dv3fP6DxB3nGNHB1N8wEhgmcu/DBjuc86aen8nB/oaDfYb5X+HHO89HOzyrQBWAhNcenef9BVANvBbt+8BvBVBS/ddVMnPayGQD+yozGdfa+e7bZ+LKQ/YeDIx4a2WOh9v3ZK1wB0+eQP9Wh3zWajGdbjHxZQPbDnJ16omPlfHfBb8ej0F+oKu4oXfskxaT/eiL6D8wsO7wDs+b1A48APQGYjE+1Lo5fa9jbfwD8DzwC1u+1bgebc9CXjLbfdyx0fhXZyFQEJl4sNbkGwV0M/dbwGEu+0lwBnuw/opcKFLn1r6IQDuAR532xe5fOKOW+xzEWx2f5u5+LpUMr4rgRluO8a99okBeP1GARFu+3Gf51z22B9cbMES3+lAW7fdB9juc0xNvb+bcV90dqvSd8jx3sMYn/Q2QHrpfZ9jw/EKlR3d/Qfw+Qflk6+iz2uaewzfz2u5cfmcs6a/2wqAtmXirWpMbXD/ZIHGwEafmAL2Wh3vs1CN67AQ6IrPdXgyMdXA5+qYz4I/byHdbKGq61V1Q3n7RORSYAteibfUYCBVVTeragEwAxjvlh0ejveGgver+1K3Pd7dx+0f4fKPx/sHm6+qW/BWBBxQyfhGAatUdaXLl6GqxSLSBmiiqt+q9+l47ThxlI3vNfV8C8S584wG5qhqpqruw/sFMaKS8SnQSEQigIZ4XyTZAXj9Zqtqkbv7LdDe55y+x6a62IIiPlVdrqo7XPpaoKFbcrom3985eL82TBWc4D3M9UmPxrsmyhoB/KCqFc10ecLPK95nqxD3eT1RXFBr320HgQLfeKsak6ruVNXv3HYOXi1muyB4rSp6/Kpeh3nAft/rsJox+eVzVfazUMnnX2mhVHhQYLaILBORm06UUURi8ZYG/nOZXe2AbT7301xaC7w3v6hM+lHHuP1ZLn/ZcxUB/6hMfMCpgIrILBH5TkTu8nmstHLiA2ilqjvd9i6gVQXPqbz4/qeS8b2L9+WxE/gJ+IuqZp7gsWrj9bsOr+RfleccqPh8TQS+U9V8avb99T2XKV9F3yFHvYciMkRESpsVb/b5/JSaBLxZJu12EVklIi+LSDOXVtF7qMBs4Ca8HxbHjasWv9sKca8V0IhjP1uViekwEUnEq5Fb7JMcqNcKjv9ZOJnr0Pe1ak01Xyv897kqm+5XoVR4OEdVBwAXAreJyNAT5H0AeEpVD9RKZJ6ZwF1ULr4I4Bzgl+7vBBEZcYL8R3G/Wsv7JXQiLwB/q2R8g4FijlRb/kFEOlfx8arquK+fiPwJ75/3GzUcw4lUOT4R6Y1XZflfVXmgk3x/TcWO+x1S3nuoqotVtTcwCLhXRKJ98kcCl+BVPZd6DugC9McreP+1inH9BTitgrgeoHa+2x7yea16uttJxeT+Yb6H14af7ZID/VpV+P+kCtfhCz7nGoz3nXkyMfn7c1WjIgIdQGWp6nb3N11E/oP3Jn15nOxDgMtEZCoQB5SISB5e57UOPvna43VEycCrhopwJfDSdNzfDkCaq8Zv6vJvL3Ou5nht25WJLw34UlX3AojIJ3hV4q/jU71VJo7dItJGVXe66rL0MvGVPWY7MMwnvSmwvJLxXQl8pqqFQLqIfA0k4ZVma/X1E5FrgHHACHcxn+g5EyTxISLt8TpKXa2qP/g8Vk29v+3x+q6Y4zjed8jx3kOf49aLyAG8/ispLvlCvBql3T75Dm+LyAt4BU6o4PNaGhfQBK9D3Iniqq3vtlif12ofkOCeV6VjUtVnRKQBXsHhDVV9PxheK1V95gT/T07mOuzmc67t7nWs8mvl9vvtc3WcdP/RIOjIVNENr9qssc/2N3jtSqX7F1BOh0kt09kEr7C0Ga9kWNqRpLfb9w5Hdyq61W3fxtGdit5227050lmlF14bVnhl4sPrUPMdrlMW8Dkw1u0r26HuIpf+BEd35JnqtsdydEeeJXqkI88W91jt8DoINa9kfHcDr/i83uvwRofU6uvnbuuA+DLvqe+xnVxM4UEUX5w79mflfB5r4v1t5rabB/paDdYbx/kOOcF72IkjHd464vXub+mzfwZwbZlj2vhs/44jnY5P9HndglcoicRrHll+orjKPN4D1Mx3W5KLpfSzn4fXYbCqMQlev56/lZMvkK/Vcf+fUPXrsD3ed2vp92wecFlVY6qBz1W5nwW/XlOBvqgreeF3di/ASrxOJn9y6RPwfsXnA7uBWRW9Qe4i2IjXG/VPZR5jCV6nk3eAKJce7e6nuv2dfY75kzvPZnerdHzAVS7vmtIPqM+Fu8ad9xmODOVrAczFG0L0Oe4fhfswP+vyr+boQsB1Lu6teH0XKhUf3q+Od1zedcCUAL1+qXi1HaVDlJ4v59gNuBELwRIf8N94fUZ8h14l1OD7m0qZLxy7Vfo75Hjv4a9cvhV4Bf1Lfc7VCO8XetMyj/Ev9x6tApI5+kv/eJ/X6zgyzG93ZT77Psc+QA18t7n8O33ievVkYsJrklX3ehw1zDCQr9XxPgsncx26c/3kE9d71Xj//Pm5Kvez4M+bTU9tjDHGmCoJpQ6TxhhjjAkCVngwxhhjTJVY4cEYY4wxVWKFB2OMMcZUiRUejDHGGFMlVngwxhhjTJVY4cH4jYi8LiI7RSRbRDaKyA0uvZeIpIjIPnf7XER6+RwXJyLTRSTd3R4oc95EEZkvIrki8r2IXFDLT82YekVEFohInogccLcNLn2YiJT4pB8Qkck+xyWKyCfuOt8lIs+42StL918sImvccd/4fg+Y0GKFB+NPjwKJqtoEb372h0VkIN7sfJfhzYrYEm+ikxk+xz2FN9tmIt40sb8SkWt99r+JN5tcC7xJUd4VkfiafSrG1Hu3q2qsu3X3Sd/hkx6rqtN99v0Db0rnNnhrMZyHt/Q3ItINb42Hm/FmYf0ISPYtXJjQYYUH4zequla91SPBm1lOgS6qul9Vt6o3I5ngLbol6LiGAAAgAElEQVTV1efQi/Fm2cxV1a3AS3izySEip+Kt+3G/qh5S1ffwZlubWCtPyhhTFZ3wprnOU9VdwGd40yiDt3z1QlX9Sr11Nh7Hm9L5vMCEaqrDCg/Gr0TkHyKSC3yPN8XtJz779uPN/f5/wP+WPbTMdh+33RvYrKo5PvtXcuQLyRhTMx4Vkb0i8rWIDPNJTxCR3SKyRUSeEpFGPvv+BkwSkRgRaYe30NNnPvvLXue+17oJIVZ4MH6lqrcCjYFzgffx5nsv3ReHt+Lc7XjNEKU+A+4RkcYi0hWv1iHG7YsFsso8TJZ7DGNMzbgbb92GdsA04CMR6YL3o6A/XrPEcGAg8KTPcV/iFeyz8dbNSQE+cPs+B85z/SYigT/iLdwUgwk5Vngwfqeqxar6Fd6Kc7eU2XcQb2W/10QkwSX/BjiEtxjNh3h9HNLcvgN4y+/6agLkYIypEaq6WFVzVDXf9Wn4Gm9Rq12quk5VS1R1C3AXrglRRMLwfgi8j7fIU0u81SYfd+f8HpiMtyDcTrd/HUeudRNCrPBgalIE0KWc9DC8XxvtAFQ1U1V/qaqtVbW327/E5V0LdBYR35qGfi7dGFM7SvsrlZde+n+kOXAK8IwrdGQAr+Ct8OhlVn1XVfuoagvgfrxO0ktrMnBTM6zwYPxCRBJEZJKIxIpIuIiMBq4A5orISBE53aU3wavm3Aesd8d2EZEWbv+FwE3AwwCquhFvSdv7RSRaRCYAfYH3AvA0janz3NDp0e56ixCRXwJDgc9E5HwR6SieDsBjeLWFqOpeYAtwizsuDq+mYZXPuQe66zwerzkk2dVImBBjhQfjL4rXRJGGVzD4C/BbVU3GG5b1Jl5fhR/waiPGqGqeO3Yg3giKHLzhnr9UVd+ahUlAkjvvY8Blqrqnxp+RMfVTA7zC+x5gL/Br4FJXkD8d+AY46P6uxmt2LPUzYIw7NhUoBH7ns/9pYD+wAe96vrEmn4ipOeKNnjPGGGOMqRyreTDGGGNMlVjhwRhjjDFVYoUHY4wxxlSJFR6MMcYYUyVWeDDGGGNMldSb1cxatmypiYmJgQ7DmKC3bNmyvaoa1KuW2vVsTOXU1PVcbwoPiYmJpKSkBDoMY4KeiPwY6BgqYtezMZVTU9ezNVsYY4wxpkqs8GCMMcaYKrHCgzHGGGOqxAoPxhhjjKkSKzwYY4wxpkqs8GBMPfHvxT9x7/uryCssDnQoxphqyCss5opp37JwU+AWF7bCgzH1wN4D+Tz26Xq27s0lKsIue2NC2bzv01m0OQNBAhaDfYsYUw/87yfrOVRYzEOX9kEkcF84xpjqS16xg5axUZzZpUXAYrDCgzF13LebM3j/u+3cNLQzXRNiAx2OMaYasvMKmbchnXF92xAeZjUPxpgaUFBUwn0frKF9s4bcfn63QIdjjKmmWWt2UVBUwiX92wY0jnozPbUx9dFLX21hU/oBXpqcRMPI8ECHY4yppuSVO+jQvCGnd4gLaBxW82BMHbV170GenruRUb1aMaJnq0CHY4yppr0H8vnmhwwu6dc24H2XrPBgTB2kqtz7/moahIXx4Pg+gQ7HGOMHn6zeSXGJckm/doEOxQoPxtRFby3dxqLNGfxxbE9aN40OdDjGGD/4cMUOurdqTPfWjQMdSuULDyISLiLLRWSmuz9cRL4TkTUiMl1EIlx6UxH5SERWishaEbnW5xyTRWSTu032SR8oIqtFJFVE/i6uPkZEmovIHJd/jog0c+ni8qWKyCoRGeCvF8SYULcrK49HPl7PmZ1bMGlQh0CHY4zxg7R9uSz7cV/AO0qWqkrNwx3AegARCQOmA5NUtQ/wI1BaGLgNWKeq/YBhwF9FJFJEmgP3A0OAwcD9pYUB4DngRqCbu41x6fcAc1W1GzDX3Qe40CfvTe54Y+o9VeW+D9dQWFLCoz87LeDtosYY//ho5U4ALukXQoUHEWkPjAVedEktgAJV3ejuzwEmum0FGrvag1ggEygCRgNzVDVTVfe5Y8aISBugiap+q6oKvAZc6s41Hq+Qgvvrm/6aer4F4tx5jKnX5q5PZ8663fzuglNJbNko0OEYY/wkeeUOTj8ljg7NYwIdClD5moe/AXcBJe7+XiBCRJLc/cuA0vrRZ4CewA5gNXCHqpYA7YBtPudMc2nt3HbZdIBWqrrTbe8CSruMH+9cxtRbeYXF/HnmWrolxHLdOZ0CHY4xxk9S0w+wfmd20NQ6QCUKDyIyDkhX1WWlaa6GYBLwlIgsAXKA0tV2RgMrgLZAf+AZEWlS3UDdY2pVjhGRm0QkRURS9uwJ3AIixtSGaV9uZlvmIf58SW8ahFtfaGPqillrdwFwYZ/gqWCvzDfM2cAlIrIVmAEMF5HXVXWRqp6rqoOBL4HSJoxrgfddk0IqsAXoAWznSO0EQHuXtt1tl00H2F3aHOH+prv0453rKKo6TVWTVDUpPj6+Ek/VmNC0LTOXZ+enMrZvG87q2jLQ4Rhj/Gj2ut306xAXVCOnKiw8qOq9qtpeVRPxahvmqepVIpIAICJRwN3A8+6Qn4ARbl8roDuwGZgFjBKRZq6j5ChglmuWyBaRM1w/iauBD925kjnSEXNymfSr3aiLM4Asn+YNY+qdRz5eT5gIf7qoZ6BDMcb40a6sPFZu28+oXsE10Vt1pqee4po0woDnVHWeS38IeFVEVgMC3K2qewFE5CFgqcv3oKpmuu1bgVeBhsCn7gbwGPC2iFyPN6Ljcpf+CXARkArk4tV2GFMvLdy0h8/W7mLK6O60jWsY6HCMMX40e53XZDG6d+sAR3K0KhUeVHUBsMBtTwGmlJNnB16tQnnHvwy8XE56CnDMNHiqmoGrxSiTrnhDQo2p1wqKSnggeS2JLWK44VzrJGlMXTNz5U66JcQG3Yq41qvKmBD26jdb+GHPQe6/uDdREbbwlTF1yfb9h1iyNZPxQTIxlC8rPBgTonZn5/H055u4oGcC5/dICHQ4xhg/m7lyBwAXB9EQzVJWeDAmRD36yXoKS5T7xvUKdCjGmBrw4Yod9O8QR8cWwTfhmxUejAlBizdn8MGKHdw8tHNQfrEYY6onNT2HdUE2MZQvKzwYE2KKiku4P3kt7eIacsuwroEOxxhTA5JX7CBMYFzf4JkYypcVHowJMW8s/onvd+Xw32N70jDSOkkaU9eoKskrd3BmlxYkNAmeiaF8WeHBmBCScSCfv87ewDldWzKmT3CN+zbG+MeqtCy2ZuQyvl/wLtlkhQdjQsgTszaQW1DMA5f0suW2jamjklfuIDI8jNFB/APBCg/GhIgV2/bzVso2rjunE10TGgc6HGNMDSguUT5auYNh3eNp2rBBoMM5Lis8GBMCSkqU+z9cQ3xsFL8eXr1OkomJiZx22mn079+fpKQkAKZMmUKPHj3o27cvQBcRiQMQkV+KyAqfW4mI9Hf7BorIahFJFZG/u7VpEJHmIjJHRDa5v81curh8qSKySkQGlMYkIpNd/k0iMhlj6qnFWzJIz8nnkiCcGMqXFR6MCQHvLNvGyrQs/nhRTxpHV//XyPz581mxYgUpKSkAjBw5kjVr1rBq1SqAPOBeAFV9Q1X7q2p/4FfAFlVd4U7zHHAj0M3dxrj0e4C5qtoNmOvuA1zok/cmdzwi0hy4HxgCDAbuLy1wGFPfJK/YQaPIcEb0CK6FsMqywoMxQS4rt5DHP9vAoMRmNTZN7ahRo4iIOLzUzUG8Ze7LugKYASAibYAmqvqtW2vmNeBSl288MN1tTy+T/pp6vgXi3HlGA3NUNVNV9wFzOFIQMabeyC8q5tM1uxjVu3XQj6SywoMxQe6pzzeyP7eABy7p7ZdOkiLCqFGjGDhwINOmTSsvS0uOrGzr6xfAm267HZDmsy/NpQG0UtWdbnsX0MrnmG3lHHO89LJx3yQiKSKSsmfPnuM9PWNC1pcb95J1qDDomyygektyG2Nq2NodWby2aCtXndGR3m2b+uWcX331Fe3atSM9PZ2RI0fSo0cPhg4dCsAjjzwCoMAbvseIyBAgV1XXVOWxVFVFRP0Rt6pOA6YBJCUl+eWcxgST5JU7aBbTgHO6tgx0KBWymgdjglRxifLH/6yheaNI/jCyu9/O266d96M+ISGBCRMmsGTJEgBeffVVZs6cCV6/hrL/nCdxpNYBYDtHN220d2kAu11zRGnzRrrPMR3KOeZ46cbUGwfzi/h83W7G9m1Dg/Dg/9cc/BEaU0+9sfhHVm7bz33jetE0xj9Dtg4ePEhOTs7h7dmzZ9OnTx8+++wzpk6dSnJyMkCJ7zEiEgZcjuvvAOCaJbJF5Aw3yuJq4EO3OxkoHTExuUz61W7UxRlAljvPLGCUiDRzHSVHuTRj6o3P1+/mUGExlwTxxFC+rNnCmCC0OzuPqZ9t4NxuLf26MM7u3buZMGECAEVFRVx55ZWMGTOGrl27kp+fz8iRIwF6icjzqnqzO2wosE1VN5c53a3Aq0BDvD4Spf0kHgPeFpHrgR/xCh4AnwAXAalALnAtgKpmishDwFKX70FVzfTbkzYmBCSv2EHbptEkdQyNgUZWeDAmCD340ToKi0t4+NI+fp1JsnPnzqxcufKY9NTU1MPbIrLOp+CAqi4Azih7jKqmAH3KSc8ARpSTrsBt5cWlqi8DL1fmORhT1+w7WMAXG/dw/TmdCAsLjZljK91sISLhIrJcRGa6+8NF5DsRWSMi00UkwqVP8ZlQZo2IFLtx3IjIGBHZ4CaJucfn3J1EZLFLf0tEIl16lLuf6vYn+hxzr0vfICKj/fNyGBN4s9bu4uPVO/n18K623LYx9cCstbsoKlEuDtLlt8tTlT4PdwDr4XAb6HRgkqr2wauanAygqk/4TCpzL/CFq5YMB57FmyimF3CFiPRy534ceEpVuwL7gOtd+vXAPpf+lMuHO24S0BtvPPg/3PmNCWm7s/O4571V9GnXhJuGdgl0OMaYWvDx6p10bBFD77ZNAh1KpVWq8CAi7YGxwIsuqQVQoKob3f05wMRyDr2CIz20BwOpqrpZVQvwOl+Nd52thgPvunxlJ5UpnWzmXWCEyz8emKGq+aq6Ba8NdXBlnosxwaqkRLnznZUcKizm6UmnExlh/ZmNqev25xbwzQ8ZXHRam5Ba7K6y305/A+7iSC/svUCEiCS5+5dx9FArRCQGr1bgPZd0vIlgWgD7VbWoTPpRx7j9WS5/pSaVMSaUvPz1FhZu2sv/jOtNl/jYQIdjjKkFCzftpbhEuaBncE9HXVaFhQcRGQekq+qy0jTX8WkS8JSILAFygOIyh14MfB3IXtM2I50JFWt3ZDH1sw2M7NWKKwZ3qPgAY0ydsPyn/UQ3CKNfe/9MAldbKlPzcDZwiYhsxWtqGC4ir6vqIlU9V1UHA18CG8scV96kMuVNBJOBN8d9RJn0o45x+5u6/JWaVEZVp6lqkqomxcfHV+KpGlP7DhUUc8eMFcTFNODxiX1DqurSGFM9a3dk0aN1EyJCYGIoXxVGq6r3qmp7VU3EKxDMU9WrRCQBvBERwN3A86XHiEhT4DyOTA4D3hjubm5kRaQ7V7KrxZiP1/QBx04qUzrZzGXusdWlT3KjMTrhrdK3pMrP3pgg8Oin60lNP8BfL+9H80aRgQ7HGFNL0nPyWJWWRd8Qq3WA6s3zMMU1aYQBz6nqPJ99E4DZqnqwNEFVi0TkdryZ48KBl1V1rdt9NzBDRB4GlgMvufSXgH+JSCqQiVfgQFXXisjbwDqgCLhNVcs2mxgT9Oau381ri37khnM6cW43qx0zpj7566yNFJWUcO3ZnQIdSpXJsVPY101JSUmakpIS6DCMOSw9J48L/7aQhCbRfHDbWURFBMdoYxFZpqpJFecMHLueTahbsz2Li5/5ihvO6cSfxvaq+ICTVFPXs80waUwAFBWX8Ie3V3Igv4gZk/oHTcHBGFPzVJUHZ66jWUwktw/vFuhwTkpo9dAwpo54YtYGFm7ay0Pj+9CtVeNAh2OMqUVz16ezZEsmfxh1Kk0b+mfRu9pmhQdjatmHK7bzzy83c/WZHbl8kA3LNKa+mb5oK22aRvOLpNC9/q3wYEwtWrM9i7vfW8XgTs25b1zNtXMaY4LTtsxcFm7ayy8GdQi54Zm+QjdyY0JMxoF8/utfy2gWE8k/fjmABiH8xWGMOTlvLvmJMIFfhHito3WYNKYWFBaXcPu/l7P3QD7v3nwWLWOjAh2SMaaWZecV8nZKGsN7JNCmacNAh1MtVngwphb87yfrWbQ5gycv78dpITghjDGmeg7mF3HtK0vZn1vAf50X+ivmWuHBmBr27rI0Xvl6K9ed3YmfDWgf6HCMMbWsqLiE66cvZcW2/TxzxekMSmwe6JCqzRpdjalBq9Oy+ON/VnNWlxb88aIegQ7HGBMAa3Zk8+3mTO4b25MLT2sT6HD8wgoPxtSQ/bkF3PLGMlo2iuSZKweEdM9qY8zJS9uXC8CQzi0CHIn/WLOFMTWgpET5w9sr2Z2dx9v/daYteGVMPbZ93yEA2jUL7U6SvuynkDE14Pkvf2Du9+n899henH5Ks0CHY4wJoLR9h2gSHUGT6NCcTbI8Vngwxs+++WEvf5m1gXF923D1mR0DHY4xJsC27z9E+2YxgQ7Dr6zwYIwfbdqdw83/Wkbn+Fgem9gXEQl0SMaYAEvbl1unmizACg/G+M3u7DyueWUpUQ3CeeWaQcRGWZciY+q7vMJitu7NpXN8o0CH4ldWeDDGD3LyCrnGTQDzyjWD6NC8blVRGmNOzopt+ykoLmFQx9Cf28GX/TQyppoKi0u49Y3v2LQ7h5euGUSfdjaDpDHGs3RLJgBJiXWr47QVHoypBlXlgeS1LNy0l6mX9eW8U+MDHZIxJogs2ZpJ91aNiYupW8O1K91sISLhIrJcRGa6+8NF5DsRWSMi00UkwifvMBFZISJrReQLn/QxIrJBRFJF5B6f9E4istilvyUikS49yt1PdfsTfY6516VvEJHR1XsZjDk5r3y9lTcW/8Qtw7pweVJor5JnjPGvouISvvtxH4M61a1aB6han4c7gPUAIhIGTAcmqWof4EdgstsXB/wDuERVewM/d+nhwLPAhUAv4AoR6eXO/TjwlKp2BfYB17v064F9Lv0plw933CSgNzAG+Ic7vzG1Zt73u3n443WM7t2KKaO6BzocY0yQ+XTNLg4WFHNO17pXI1mpwoOItAfGAi+6pBZAgapudPfnABPd9pXA+6r6E4Cqprv0wUCqqm5W1QJgBjBevLFsw4F3Xb7pwKVue7y7j9s/wuUfD8xQ1XxV3QKkuvMbUyvW78zm1/9eTq+2TXjqF/0JC7MhmcaYIwqLS/jr7A30aN2Ykb1aBTocv6tszcPfgLuAEnd/LxAhIknu/mVAaZ3tqUAzEVkgIstE5GqX3g7Y5nPONJfWAtivqkVl0o86xu3PcvmPd66jiMhNIpIiIil79uyp5FM15sTSc/K4YXoKsdERvHj1IGIiQ6vrUGJiIqeddhr9+/cnKcm7hKdMmUKPHj3o27cvQBdXgwiAiPQVkUWuGXK1iES79IHufqqI/N0V7BGR5iIyR0Q2ub/NXLq4fKkiskpEBvg8xmSXf5OITK7Fl8OYGvF2yja2ZuQyZXR3wuvgj4sKCw8iMg5IV9VlpWmqqnjNBk+JyBIgByh2uyOAgXg1FaOB+0TkVH8HXhmqOk1Vk1Q1KT6+7lUbmdqXV1jMTa8tI/NgAS9NHkTrptGBDumkzJ8/nxUrVpCSkgLAyJEjWbNmDatWrQLIA+4FcH2ZXgduds2Qw4BCd5rngBuBbu42xqXfA8xV1W7AXHcfvCbL0rw3ueMRkebA/cAQvBrE+0sLHMaEIlXlhS83c/opcQzvkRDocGpEZWoezgYuEZGteE0Nw0XkdVVdpKrnqupg4EugtAkjDZilqgdVda/b1w/YzpHaCYD2Li0DiPPpcFmaju8xbn9Tl/945zKmxqgqd76zkpVp+/nbpP51akjmqFGjiIg4XINyEO+aAhgFrFLVlQCqmqGqxSLSBmiiqt+6HxOvUX5zY9lmyNfU8y3edd8G70fGHFXNVNV9eM2gpQURY0LO0q372JqRy1VDOtbZWWYrLDyo6r2q2l5VE/FqG+ap6lUikgDeiAjgbuB5d8iHwDkiEiEiMXi/JtYDS4FubmRFpDtXsvvimY/X9AFex8sP3Xayu4/bP8/lTwYmudEYnfB+ySw56VfBmEp46vNNzFy1k7vH9GB079aBDuekiQijRo1i4MCBTJs2rbwsLYFP3fapgIrILDe66i6X3g7vh0Ip36bDVqq6023vAlr5HFNec6M1Q5o65e2UbcRGRXDhaaH7PVGR6jTWTnFNGmHAc6o6D0BV14vIZ8AqvD4SL6rqGgARuR2YBYQDL6vqWneuu4EZIvIwsBx4yaW/BPxLRFKBTLwCB6q6VkTeBtYBRcBtqlrabGKM332wfDt/n7uJnw9sz38N7RzocKrlq6++ol27dqSnpzNy5Eh69OjB0KFDAXjkkUcAFHjDZY8AzgEGAbnAXBFZhtf/qEKqqiKi/ohbVacB0wCSkpL8ck5j/C0nr5CPV+3k0tPbhlx/qKqo0jNT1QXAArc9BZhynHxPAE+Uk/4J8Ek56ZspZ7SEqubhhnqWs+8R4JFKB2/MSVr2YyZ3vbuKwZ2a88iE00K+GrJdO+9HfUJCAhMmTGDJkiUMHTqUV199lZkzZwJscTV84NUCfOmaIBGRT4ABeP0g2vuc1rfpcLeItFHVna5ZonTE1fGaG7fj9aXwTV/gj+dqTG17Y/FPHCos5orBpwQ6lBpla1sYcwLbMnO56bVltImL5p9XDSQyIrQvmYMHD5KTk3N4e/bs2fTp04fPPvuMqVOnkpycDEdGVYFXU3iaiMS4fkfnAetcs0S2iJzhRllcTfnNjWWbIa92oy7OALLceWYBo0SkmesoOcqlGRNScguKeOHLzQw9NZ6+7eMqPiCE1d06FWOqKTuvkOunL6WwuISXrxlEs0ahP73s7t27mTBhAgBFRUVceeWVjBkzhq5du5Kfn8/IkSMBeonI86p6s6ruE5En8fosKfCJqn7sTncr8CrQEK+PRGk/iceAt0XkerwJ5C536Z8AF+HNy5ILXAugqpki8pB7DIAHVTWzhl4CY2rMvxf/RMbBAu4Y0TXQodQ4OVI7WbclJSVp6bA0YypSUFTCNa8sYcmWTKZfN5izu7YMdEi1RkSWqWpSxTkDx65nE2xUleF//YKWsZG8c/NZgQ7nsJq6nkO7DtaYGqCq3P3eKr75IYPHJ/atVwUHY8zJWbFtP1v2HuSyge0rzlwHWOHBmDL+MnsD/1m+nTtHncrEevJFYIypnve/205URBgXntYm0KHUCis8GOPjjcU/8uz8H7hicAduO7/ut1saY6qvoKiEj1btYGSvVjSJbhDocGqFFR6Mceau3819H6zh/O7xPDS+T8gPyTTG1I4FG9LZn1vIzwYcM7dZnWWFB2OAldv2c/u/l9O7bVOeuXIAEeF2aRhjKuc/y7fTMjaSc7vVnzWU7BvS1Hs/ZeRy/fSltGwcycvXDKJRlI1gNsZUTlZuIXPXp3Nxv7Y0qEc/OurPMzWmHJkHC5j8yhKKSpRXrx1MfOOoQIdkjAkhM1fvoKC4hJ+dXr86V9tPLFNv5RUWc8P0pWzff4h/3zCELvGxgQ7JGBNi/vPddrolxNKnXZNAh1KrrObB1EvFJcodM5azfNt+nv5Ff5ISmwc6JGNMiPkpI5eUH/cxYUC7etfB2goPpt5RVR6auY5Za3dz39he9WZctjHGv/6zfDsicGn/+jPKopQVHky989JXW3j1m61cf04nrjunU6DDMcaEqE/X7GRQYnPaxjUMdCi1zgoPpl6ZuWoHD3+8nrGnteFPF/UMdDjGmBC1KyuP73flMKJHQqBDCQgrPJh6Y/HmDH7/1koGJTbjr5f3IyysfrVRGmP8Z8GGdACGdbfCgzF1Vmp6Dje+lkKH5g154eokohuEBzokY0wI+3x9Om2bRnNqq/o5SssKD6bOyziQzzWvLCUyIpxXrx1MXExkoEMyxoSw1WlZzP1+N5f0r3+jLEpVuvAgIuEislxEZrr7w0XkOxFZIyLTRSTCpQ8TkSwRWeFu/+NzjjEiskFEUkXkHp/0TiKy2KW/JSKRLj3K3U91+xN9jrnXpW8QkdHVfylMXVRQVMItr3/Hnpx8XpqcRIfmMYEOyRgTwlSVP3+0luYxkdx6fpdAhxMwVal5uANYDyAiYcB0YJKq9gF+BCb75F2oqv3d7UF3TDjwLHAh0Au4QkR6ufyPA0+paldgH3C9S78e2OfSn3L5cMdNAnoDY4B/uPMbc5iqct8Ha1iyNZMnft6Pfh3iAh2SMSbEzV2fTsqP+7hzdPd6s4JmeSpVeBCR9sBY4EWX1AIoUNWN7v4cYGIFpxkMpKrqZlUtAGYA48Wr8xkOvOvyTQcuddvj3X3c/hEu/3hghqrmq+oWINWd35jDXvl6K2+lbOP287tySb+2gQ7HGFMHTPtyM+3iGvLzgfVrOuqyKlvz8DfgLqDE3d8LRIhIkrt/GdDBJ/+ZIrJSRD4Vkd4urR2wzSdPmktrAexX1aIy6Ucd4/ZnufzHO9dRROQmEUkRkZQ9e/ZU8qmaumDBhnQe/ngdo3q14vcjTw10OMaYOmDFtv0s2ZrJded0qvcr71b47EVkHJCuqstK01RV8ZoNnhKRJUAOUOx2fwd0VNV+wP8BH/g96kpS1WmqmqSqSfHx9Wep1Pru+13Z3P7v5fRo3YSnftHfhmQaY/zi1a+30Dgqgl8M6lBx5jquMkWns4FLRGQrXlPDcBF5XVUXqeq5qjoY+BLYCKCq2ap6wG1/AjQQkZbAdo6unWjv0jKAuNIOlz7p+B7j9jd1+Y93LlPPpWfncd0rS2kUFc5L1yTZ8trGGL/IySvks7W7uKR/W2Lte6XiwoOq3tM92poAACAASURBVKuq7VU1Ea+2YZ6qXiUiCeCNiADuBp5391u7fgmIyGD3GBnAUqCbG1kR6c6V7Gox5uM1fYDX8fJDt53MkY6Yl7nHVpc+yY3G6AR0A5ZU43X4f/buO76q8n7g+Oeb3AwCCYEMRgKEMGQJCJGhghPEVaSOUlx14Wxt+ytVqqW2ah211rau4igu3AsHCCpDKghhbww7AZIQIIvs+/39cU7CTUwgIYsk3/frlVfOfc5zzn2ee3Nuvvc5zzDNQF5hCbe8lsjhvCJevuF0OrVteVPGGmPqx+x1+8kv8nJFC+/rUKo24dMU95aGH/C8qn7jpl8J3CEixUAezogMBYpF5G7gS8AfeEVVN7jH3Au8LSIPA6uAl930l4HXRSQJOIgTcKCqG0TkXWAjUAzcpaqlt01MC+T1Kr95ZzXrUjJ58boEBsS0bewiGWOakY9WpdA9sjWn2agtoIbBg6ouABa421OAKZXkeQZ4porjvwC+qCR9O5WMllDVfOCqKs71CPBItQtvmrXH52xmzob9/PHSflzQr0NjF8cY04xk5BTw/Y4M7jq3Z4udFKqilt1d1DQLby3bzX8Wbee6Ed246cy4xi6OMaaZmbcxFa/CuAEdG7soJw0LHkyTtviHAzzw8XrO7h3Fny7rZ98KjDF17ov1++nSvhX9OoU1dlFOGtZl1NSJzLwiPl+7j29/SCenoJgSrxIVGkS3iNaM6N6eQV3C63zkww+p2dzx5gp6RbfhmUmntfhx18aYurc/M5/FP6Rz+9k97MuJDwseTLUUlXjZlZHLhr1ZpGUVkJVfxA+pOWzen0VGbiE5BcWoQmy7VkSFBuEnwqrdh/l0zV7+pc45QoM8RIcF0SEsmCCPH7mFJQR5/OgYFkzP6DbceGZ3Aj3VCwAO5BRw44zlBAf48/IvTie0BU8Ta4ypP++v2INXsbkdKrDgwZSTkVPAvR+sZX1KFqHBHg7nFZGdX0R+kbdcPhHo2j6E/p3DiA4NJjwkgPP6RHNqTNty0Xl2fhHLdx5k8/5s0rIKSM3KZ39WPln5RYQEesjKc4KQ91Ykk7jrEM9OGnLcACK/qIRbX0vkQE4B7942kphwG5JpjKl7Xq/yTuIezugRQbeI1o1dnJOKBQ8GgF0ZuUx5by3Ldh4sSzs1tgMRrQMJDfYQGhxAp7bBDIhpS2y7VrQO9FRr5sbQ4ADO69OB8/ocewTEa0t2Mu2TDdzxxgqeu3YIQZ7K1znzepXfvbeG1XsO8/w1QxkYa8OmjDH1Y8n2DPYczON3Y09p7KKcdCx4aOG2p+dw3t8X/ij9pjO7M+2yfpUcUT+uHxmHnwgPfLye219fwfPXDiU44McBxFPztvLZ2n1MvaiP9Xw+QXFxcYSGhuLv74/H4yExMZEpU6bw6aefEhgYCNBDRMJV9bCIxOGsprvFPXypqt4OICJDgRlAK5wh2PeoqopIe+AdIA7YCVytqofcyeP+CVwMHAF+oaor3XPdADzgPsfDqlq6IJ4xjebt5Xto2yqAC/vbZ01F1sOshdqXmUf3qZ+XCxx+cUYcF/SNJjjAj7saYZ36a0d0468TTmX+lnRufS2RnILicvvfS9zDM/OT+PmwLkweHd/g5WtO5s+fz+rVq0lMTARgzJgxrF+/nrVr1wLkA1N9sm9T1cHuz+0+6c8Dt+LM8NoLGOem3wd8raq9gK/dxwAX+eSd7B6PG2z8CRiOM9/Ln0SkXR1X2ZgaOZRbyJfr9zPhtJhKv8i0dBY8tEAvL97ByEe/Qd2OjE9eNYgdj17MzWd1Z/6WdH4+rCsRbYIapWyThnflb1cO5LttGUx6cSkZOQUALNmWwR8+WsdZPSP5y/gB1uu5jo0dOxaPp6whMhdnvZgqiUgnIExVl7ozyL4GXO7uHg+Uthy8WiH9NXUsxVnTphNwITBPVQ+q6iFgHkcDEWMaxadr91JY4uXqBOsoWRm7bdGC5BWW0O9Pc8qChjvO6cHvLzyl7B/x9EXb8RPq7Fu9qp7QP/mrErrQLiSQu2au5MoXlvDgT/rzq7dWERfRmmevGUKADcmsFRFh7NixiAi33XYbkydPrpglEpjt87i7iKwCsoAHVPVbIAZI9smT7KYBdFDVfe72fqC0w0sMsKeSY6pKr1juyTgtFnTt2rU6VTXmhH2wMoW+ncLo19nmdqiMfQq3EPM2ptJ32tHAYeGUc7h3XJ+yf+7rUzJ5a9lurhwaWycLShUUl9Dr/tm8uGj7CR1/Qb8OzLx1OAdzC7nhlWV4/IRXfnE6bVvZkMzaWrx4MStXrmT27Nk8++yzLFq0qGzfI488AqDAm27SPqCrqp4G/BaYKSLV/jR1WyW0LsqtqtNVNUFVE6KiourilMb8iKry4cpk1uw5zBVDfhTDGpcFD81cTkExZz3+Dbe+5tzbHt69PTsevbjcsKP8ohJ+885qItoEcu+4Pif0PAdyCjiUW1j2+KOVKRR7lX99/cMJl31ot/a8f/tIzusTzUs3JNClfcgJn8scFRPjfCBGR0czYcIEli1zFqSdMWMGn332GcAO958+qlqgqhnu9gpgG9AbSKH8rY1YNw0g1b0dUXp7I81NTwG6VHJMVenGNKi8QmcY+G/fXcPgLuFcNdRuWVTFbls0Y5v2ZXHRP78te/z25BGMiI8ol8frVe77YC0/pOXw6k3DCA8JrPb5Dx8p5K1le3jp2+1k+AQOk4Z3Zeb3uwG4tZa3QHp1COWVX5xeq3OYo3Jzc/F6vYSGhpKbm8vcuXOZNm0ac+bM4YknnmDhwoVER0eXTeohIlHAQVUtEZF4nM6O21X1oIhkicgI4HvgeuDf7mGzgBuAx9zfn/ik3y0ib+N0jsxU1X0i8iXwV59OkmMp32HTmAbxzvLdfLUpjakX9eGWUfH4V2M4ektlwUMzpKq8s3wP9324rixt3YNjK52F8dHZm/h49V6mXHgKZ/eOKneO7IJiDuYUkp5TwO6MI6xLyWTGdzuP+/ylgUNokIdfntez9hUydSY1NZUJEyYAUFxczKRJkxg3bhw9e/akoKCAMWPGAPQTkRfckRWjgb+ISBHgBW5X1dLJQO7k6FDN2RztJ/EY8K6I3AzsAq5207/AGaaZhDNU80YANxB5CFju5vuLz3MY0yC8XuXVJbsY3CWc285u+NFmTY0FD83MkcJiHvhoPR+uclp9u0WE8Nkvz6o0cHhx0XZe/HYHvzgjjjvP6cHhI4Us3JrOfR+sI6+o5ITLMKhLONMu7ceQruE2KuIkEx8fz5o1a36UnpSUVLYtIhtLh2Sq6gfAB5WdS1UTgQGVpGcA51eSrsBdVZzrFeCValXCmHqwcGs6Ow7k8s+Jgxu7KE2CBQ/NyNrkw/z23TUkpeWUpf1u7Cls3JtFTLtWxLYLQVUpKPYy7ZP1vJvodJaf8d3OarUolBrVK5JzT4lmUJdwurYPoV1IgC1KZYxp0l753w6iQ4O4aECnxi5Kk2DBQzNwMLeQhz/fyIcrf9zH7JdvrTqhc/bvHMbw7hFMGt6VHlGtrQXBGNNsJaVl8+0PB/i/Mb2rvThfS2fBQxP35Yb93P/ROg7kFB4/cyWuH9mNK4fGckrH0CrXkzDGmOZsybYMAM7tE93IJWk6qh08iIg/kAikqOqlInIe8CQQCKwAblbVYp/8pwNLgImq+r6bVun89XU5R35L8sW6fdz5Zs2qHdkmkKeuHszo3jZO3hhjAL7enEZUaBC9O4Q2dlGajJq0z9yDs0AOIuKHM+3sRFUdgNOj+obSjG6g8Tgw1yftWPPX18kc+S1JcYm3ysDh6oRYvvz1aGbfM6pc+k9Pi+GLe0ZZ4GCMMa5t6Tks2JLOtcO72S2LGqhWy4OIxAKXAI/gzDIXARSq6lY3yzyccdkvu49/idND23eAftn89e455wHjRGQB7hz5bnrpHPmzcebCP8c9/lVgAXAvPnPkA0tFJFxEOvlMiduseb3Kg59uKJc2fnBn/jnxNAD2HDzCU/O28tGqo30g5v5mtEXVxhhTwavf7STQ349Jw23K85qo7m2Lp4HfA6X/fQ4AHhFJcIdrXYk7Q5yIxAATgHMpHzwca177upojv1zw0Bznwj+QU8Bv313Doq3pRLYJLOvr8LcrB3Eot5Bn5yfx2pJd+PZvXD1tTI0mfzLGmJYgLSufd5bvYfzgzkSFNs5igE3VcdtoRORSIM2dmhYoG689EfiHiCwDsoHSiQGeBu5VVe+PTlYLJzJHfnObC3/p9gwu/ue3LN2ewX0X9SEr3+li0rtDGx76bCOj/zafV/63g8tP68xt7syOlw3qbIGDMcZU4rkF2yj2KnfbZHY1Vp2WhzOBn4jIxUAwECYib6jqtcAoABEZizPfPUAC8LY7tC8SuFhEinHmqj/H57yxOLchjjtHvjuFbXXmyG+WSrzKc/OT+MdXW4mLaM2MG4cxb2MqhcVOfLY1NYfkQ3mc0jGU7pGtycwrKpvD4efDbG52Y4ypaF9mHjOX7ebKIbHl1vox1XPc4EFVp+LOMy8i5wC/U9VrRSRaVdNEJAinH8Ijbv7upceKyAzgM1X92O0w+aP56+tyjvwTfRFOVjkFxXy4MplXv9vJtvRcxg/uzCMTTsXjJ/zjq61l+cb260BUaBDvJu5h1e7DxEc5F0JIoD9n9IhsrOIbY8xJ67n52/Baq8MJq808D1PcWxp+wPOq+s2xMh9n/vo6mSO/uUjNyuf5Bdt4f0UyOQXFDIxty79/fhqXDuyEiPDm97vK5Z+7MRV/P+HqhC7cNjqeuMjWlHgVfz/hYG4hew/nkZVfRFZeMUUlXqJDg+jYNpgOYcEEB9jcDsaYliXlcB5vL9/N1ad3sdV6T1CNggdVXYBzqwFVnQJMOU7+X1R4XOn89XU5R35TVlziZcZ3O3n6qx8oKC7h0oGdueGMOAZ3CS/L4/UqL327o9xxrQP9+fSXZ9GlfQhfb0rl6a+2kpFbSPKhPHYcyD3mc7ZvHUiHsGA6tQ0m0N+PnIJiQoM9dGwbTMewYLpHtmZ4fARtWwXg9Sp+tVhlzutVDh4pJLKNdUwyxjSeZ75JQhDuOtdaHU6UzTB5kkjceZAHPl7P5v3ZnN07ir+M71/pfbivNqX+KCBY86expGYXcMFTC9mVcYTINkHEtmtFr+g2TDy9C3GRrQkLDiCslQePnx9p2fnsz3R+9mXlk5qZz77MfIpKvLQJ9rAvM49FW9PJLXT6wPoJtArwJ7ewhLatAugYFkyHtsF0DAvy2Q4mOjSY5ENHWJuSSVhwAG2C/Dl8pIjDeUXsy8zj++0H6RAWzBcV5p8wxpiGsufgEd5L3MOk4V2JCW/V2MVpsix4aGQZOQU8Nnsz761IplPbYF64dggX9u9Y5VoS0xdtJ7ZdK+6/uC93vLmSJ68axOG8Iq576XsO5hbyn+uGckHfDsdch/6UjtWb7yE7v4iNe7P437YMcvKLaRPs4VBuIfuz8knNymfzviwO5BTgrTAGxk8olxYS6E9Em0BG947irJ6RqKqtlWGMaRTPfJOEn59w5znW6lAbFjw0Eq9XeXv5Hh6fs5ncgmJuOzueX53Xi9ZBVb8lK3YdInHXIR64pC///PoHukWEcPngzvz6ndWkHM7jzVuGkxDXvs7KGBocwPD4CIbHR1SZp7jEy4EcJ6DYn5lPZJtABnUJp6DYy5GCYtqGBNiaGcaYk8KujFzeX5nM9SO70bFtcGMXp0mz4KEReL3KL99axefr9jG8e3seunzAMWd/VFX2ZuYz9cO1hAV78PgJm/dn8++fn8bqPYf5bO0+7jm/V50GDtXl8fdz+ke0DS43eDbA3482xwiEjDGmof3r6yQC/IU7zunR2EVp8uzTvRE8Nmczn6/bx5QLT+HOc3pU2oS/LT2HD1YkszY5kw17Mzl0pAiAK4bE8tyCbZzWNZxLB3bi6v8soWNYMLedHd/Q1TDGmCZje3oOH61K5uazuhMdaq0OtWXBQwP7eFUK0xdt54aR3SoNHHZnHOHhzzcyd2MqHj+hb6cwxg3oSOtAD99ty+CUjm34YGUyT/9sMKv2HGb5zkP86bJ+hATaW2mMMVX519c/EOTx57azrdWhLth/nAa0O+MID3y8ntPj2vHHS/uVCxzyCkt4fuE2Xli4jQA/4Z7ze3HtiG4/mm/96v8sIS4ihJE9IrjzzZW0bRXA1Qk2i6QxxlQl+dARZq3Zy62j4m2oeB2x4KGBFJV4+eXbq/ATeHriaXj8nWVFVJW5G1P5y6cbSTmcx08GdeYPF/ettDPP9vQclu04yO/HnUJSWg5zNuznznN6HLOTpTHGtHRvLdsNwPVnxDVuQZoR+6/TQJ6at5U1ew7z3DVDysYWZ+UXMeW9NXy5IZXeHdrw1q0jGNmj6pEN7yYm4+8nXDkkloc+30RIgD83n2V9HYwxpiqFxV7eWZ7MeX2ibV6HOmTBQz1TVd5YuosXFm5j4ulduPjUTgCs2HWQKe+tZdfBI9x3UR9uPqs7Af5VL3JaVOLl/RXJnHtKNFn5RXy2di93nN2D9q1txUxjjKnK3I37OZBTwDUjujV2UZoVCx7qke+QzHNOiWLaZf1IPnSEx2Zv5rO1++gQFsTMW4Yfcx6FUl9vSuNATgETT+/CrNV7EeCms7of9zhjjGnJ3ly6m9h2rRjdK6qxi9KsWPBQj77enMbn65w5GG4Z1Z1n5yfx4rc78BP41fm9uP3s+GqPknhl8Q5iwltxzilRPP31VoZ2a2cdf4wx5hiS0nJYsj2DKReecsxZd03NWfBQj15ctJ1ObYOJDgvivL8vJD27gMsHd+b34/rQuQb33lbtPsSynQdJ6NaOPn+cQ7FXuXdcn3osuTHGNH0zv99NgL/YiLR6YMFDPVBVZi7bzbKdzorj93+0niFdw5l+3VBO69quxud78dvtACTuOlSWdn7f6LoprDEtRFGJl683pRLo8SMuojVd2occs5+RadryCkt4f8Uexvbv+KMh76b2LHioY3sP53Hra4ls2JsFOEteP/iT/lw2sNMJLQa1KyOXL9btL5fWqW0wvaLb1El5jWmukg8d4ZXFO/npkBi2pmbz9Fc/sPvgkbL9/n5C1/YhnNY1nJHxEYzsEUFsu5BGLLGpSx+vTiErv5jrraNkvbDgoY5k5hXxxJzNvPn97rK0347pzeTR8QQHnPjCUC8v3vGjtAv6drBVKY05hrj7Pi/bfuV/zjXUr1MYL16fQPvWgew4kMuOAzn8kJrD/M1pfLgyBYCu7UO4dGAnrhgaS48oC9CbKlXl1e920qdjKMO6N/yaPy2BBQ+1VFBcwl8/38SrS3aVpZ3VM5Knrh5EdFjt5k/fl5nHaz7nLdW7mktqG2Mcz04awkUDOuLndpob2u3o7UOvV9mSms3S7Rks2JLOCwu38dyCbQzuEs5PBnWmT8dQuke1pkNocNnx5uS2bMdBNu/P5rGfnmpftOpJtYMHEfEHEoEUVb1URM4DngQCgRXAzapaLCLjgYcAL1AM/FpVF7vnuAF4wD3lw6r6qps+FJgBtAK+AO5RVRWR9sA7QBywE7haVQ+J89fwT+Bi4AjwC1VdecKvwglQVWZ8t5M/f7qxLC0mvBX/uW4oA2La1slzTP1wHQAhgf6EtwrgQG4hhcVeOtYyKDGmudvx6MXsyjjCOU8uoHWgP5cM7FRlXj93DZm+ncK48czupGXl8/HqFD5YkcJfPjt6fbcK8Kd/5zDGD+7MJQM72xwrJ7FXl+ykbasAxg+OaeyiNFs1aXm4B9gEhImIH/AqcL6qbhWRvwA3AC8DXwOz3H/+A4F3gT5uIPAnIAFQYIWIzFLVQ8DzwK3A9zjBwzhgNnAf8LWqPiYi97mP7wUuAnq5P8Pd44fX4nWokU/X7OWXb60qexwXEcI7t42kQx3+U9+4N4sFW9IBuGhAJz5Ymcy4/h2Zs2G/BQ+mVuLi4ggNDcXf3x+Px0NiYiJTpkzh008/JTAwEKCHiISr6uHSY0SkK7AReFBVn3TTxuEE8f7AS6r6mJveHXgbiMD5YnGdqhaKSBDwGjAUyAB+pqo73WOmAjcDJcCvVPXL2tRRRMqG5uUVldTo2OiwYCaP7sGto+LZl5nv3uLIZXt6Lv9LOsAfP9nAnz/dyDmnRPPTITGc1ye6VrcmTd3al5nHlxtSufms7rQKtPelvlQreBCRWOAS4BHgtzgfCoWqutXNMg+YCrysqjk+h7bGCRQALgTmqepB95zzgHEisgAIU9WlbvprwOU4wcN44Bz3+FeBBTjBw3jgNVVVYKmIhItIJ1XdV6Pa11DK4TzOfOybsschgf7MuvssetZD58WL//UtACPi2/PhqmQuObUTw7q3Z86G/XRoaz2HTe3Mnz+fyMjIssdjxozh0UcfxePxICL5ONfzvT6HPIVzTQJlLZHPAmOAZGC5+2VgI/A48A9VfVtEXsAJCp53fx9S1Z4iMtHN9zMR6QdMBPoDnYGvRKS3qtbsv34FXdqH8NGdZzAoNvyEjhcROoe3onN4K87s6bxWqsqmfdl8tCqZT1bv5atNqYQGe7h0YCcuHxzD6XHt7dZGI3tz6W68qlxnHSXrVXVbHp4Gfg+U3mw/AHhEJEFVE4ErgbKBtCIyAXgUiMYJOgBigD0+50x202Lc7YrpAB18AoL9QIfjnKtegoe8whJ+/uJSVu8p+yLGvN+MpleH+ul78Oz8pLLtdcmZ9OkYxt+uGsgz3yTh8RMiW1vwYOrW2LFjfR/mArGlD0TkcmCHm15qGJCkqtvdPG8D40VkE3AeMMnN9yrwIE7wMN7dBngfeMa9BTkeeFtVC4AdIpLknn9Jbet1IkOjj0VE6Nc5jH6d+3HfRX35btsBPlqZwier9/LWsj3EhLdiwmkxXH5aTL18qTDHVlBcwlvLdnN+nw50aW8jZ+rTcYMHEbkUSFPVFSJyDoB7S2Ii8A+3KXIuTnMj7v6PgI9EZDRO/4cLaltQ9zn1+DnLlX0yMBmga9euJ/Kc/OGj9WUrsgFMu7RfvU4LnXmkiL99uaXscXRYMDNuPJ2QQA/7s/KJDg2ybzamVkSEsWPHIiLcdtttTJ48uWKWSNxWBhFpg9MCMQb4nU+eygL44TitkodVtdgnPabiMW7/qEw3fwywtMK5fnSzurbXc13z9xNG9YpiVK8oHi4sZu6GVD5clcJzC5J4Zn4SA2PbckHfDoyIj2BQl7YEeawJvb7NXrefjNxCrh9prQ71rTotD2cCPxGRi4FgnD4Pb6jqtcAoABEZC/SueKCqLhKReBGJBFI4egsCnG82C9z02ArpKe52auntCBHpBKS56Sn4tHRUOMb3+acD0wESEhKqHXh4vcrzC7eV+yf+82FdefjyAfU+xenIx74u2+7aPoSZtw4v60uRmpVPh0qW6jamJhYvXkxMTAxpaWmMGTOGPn36MHr0aAAeeeQRcG41vulmfxDnFkROY/daP9HruSGEBHq43G1xSMvOZ9bqvcxas5d/fLUVVQgO8GNot3aM6B7BiB4RDIoNJ9BjE1TVtTeW7iIuIoSzekYeP7OpleMGD6o6Fef+J27Lw+9U9VoRiVbVNLfl4V6c/hCISE9gm9tSMAQIwukc9SXwVxEpbUccC0xV1YMikiUiI3A6TF4P/NvNMwunI+Zj7u9PfNLvdptKhwOZddHfQVX5Yt1+7pp5dOBGp7bBfP1/Z1d7DYramL8ljSOFTgNO57bBzLx1OJ3aHp3Gen9mPr3r6VaJaTliYpwv9dHR0UyYMIFly5YxevRoZsyYwWeffQaww+1PBM71daWIPAGEA163T8QKKg/gM4BwEfG4rQ++gX1p0J8sIh6grZu/Wl8Gmoro0GBuGRXPLaPiOXykkO93HGTp9gyWbj/I3+dthXlOMDGsewQPXtaPeJtPok5s2pdF4q5DPHBJX2udbQC1+Y84xb2l4Qc8r6qlPQmvAK4XkSIgD6dHtQIHReQhYLmb7y+lnSeBOzk6VHM2RztmPQa8KyI3A7uAq930L3CGaSbhDNW8sRb1AKDEq/T4wxdlj4MD/Fg45dw6HUFxLDkFxdz43+Vlj9+5bWS52e5UleRDeZx7ik1LbU5cbm4uXq+X0NBQcnNzmTt3LtOmTWPOnDk88cQTLFy4kOjoaG9pflUdVbotIg8COar6jPvPv5c7siIFp8PjJPdLw3ycflBv8+Og/wacvgxXAt+4+WcBM0XkKZwOk72AZfX8UjSI8JBALuzfkQv7dwTgUO7RYOKT1Sn89PnvmH5dgk1kVAfeWLqLII8fVw6NPX5mU2s1Ch5UdQHOrQZUdQowpZI8j+P0oq7s+FeAVypJTwQGVJKeAZxfSboCd9Wk7Mfj7ydMGt6Vpdsy+OfE0zg1tm7maqiuK5//rmz707vP+lFnn/TsAgqKvXSNsE5A5sSlpqYyYcIEAIqLi5k0aRLjxo2jZ8+eFBQUMGbMGIB+IvKCqt5e1XncPgt347Qo+gOvqOoGd/e9wNsi8jCwCmcIN+7v190OkQdxAg5UdYOIvIszFLQYuKu2Iy1OVu1aBzJuQEfGDejIjWfGceN/l3PtS9/z96sHcdmgzo1dvCYrO7+Ij1elcOnAzoSH2PwbDcFmmPTx1wmnNsrzfrZ2L5v3ZwPw2E9PrTRw2XPImZO/i829b2ohPj6eNWvW/Cg9KenoCB8R2VhZ4KCqD1Z4/AVOK2DFfNtxRktUTM8HrqqsXKr6CO6tz5aiW0RrPrzzDCa/toJfvrWK1XsOc+2IbnSPbN3YRWtyPl6VQm5hCddZR8kGY8FDI8vMK+Lumc6EU90iQpg4rPJe5KUL+nRpX/2lvI0xJ7fwkEBev2UYD3y0nv/+bwcvL97B4C7h/HRIDBef2onINjYs+3hUlTeW7mZATBiDGrjFuCWz7r6NSFUZ9Oe5ZY+//u3ZleZZl5xZtnCPrfpnTPMS5PHnb1cNYsnU8/nDxX3ILyph2icbOP2RlE+MgQAAIABJREFUr7ji+e94YeE2ktJyjn+iFipx1yG2pGZz3Yhuto5FA7KWh0b063dWl23/98bT8fgfjeW27M/mg5XJfLFuH8mH8srSbRpcY5qnDu602JNH92DTvizmbkhl3qb9PDZ7M4/N3kx8ZGsu6NeBC/p2YGi3dvU+bLypeH3JLkKDPdZnpIFZ8NBIvks6wCer9wLOCn+loyi8XmX6t9t58sstiDgrdP7q/F6kZubbPO3GtBClC3Xdc0Ev9h7O4+tNqczblMZ//7eD6Yu2ExUaxDM/P43h8RGNXdRGdSCngNnr93HN8G4NMpzeHGWvdiM4mFvIpJe+L3v89M8GA7A1NZsHPlrPsp0HuWhAR/464VTa2cp9xrRoncNbcd3IOK4bGUd2fhGLth7gqXlbuP6VZTx3zRDO79vh+Cdppt5ZvoeiEuVaW8eiwVmfhwamqlz1wtFhmX/+SX9i27XitSU7ueRf37I1LZsnrhzIc9cMscDBGFNOaHAAlwzsxHu3n8EpHUOZ/PoKPl7VZOfTqpUSrzLz+92MjI+wdUQagQUPDey1JbvYlu6sLxQf1Zorh8by23fXMO2TDYzqFcXXvz2bqxO6WMcfY0yV2rcOZOatIxgW155fv7OaZ+cn4fWeVDN217sFW9JIOZxnwzMbiQUPDWjz/iz+NGtD2eMHL+vPFc9/x8erU/jNBb156foEImxoljGmGtoEefjvjadz2aDO/O3LLUx+fQWZR4oau1gN5s3vdxMdGsSYfi33tk1jsuChgRSXeBn39Ldlj68d0ZW7Z65kX2Y+r/zidO65oJfNx26MqZHgAH/+NXEwf7qsHwu2pHHpM9+yPiWzsYtV7w7kFLBwazpXDI0lwN/+jTUGe9UbwOEjhfS8f3bZ41Nj2vLG0t3Etgvh07vPsvUqjDEnTES48czuvHPbSIpLlInTlzb7eSE+X7uPEq9y+eAfrdxuGogFD/Vs4dZ0Bv9lXrm0dSmZXDEklg/vPMPWqjDG1Imh3drxwR1nEOTx47bXE8nOb763MD5enUKfjqGc0tFWGW4sFjzUE1Xl2flJ3PBK+cUB/f2Ehy8fwJNXDbQJn4wxdapzeCv+Pek0dmYc4XfvreHoyurNx+6MI6zafZjx1urQqCx4qCfLdx7ib19uKZcWGuTh/dtHcq1No2qMqSdn9Ihk6kV9+HJDKs8t2NbYxalzn6x2hqb+ZLDNKNmYbJKoepKVV77J8MyeETx3zVDatgpopBIZY1qKm8/qzprkTJ6cu4XkQ3lcOTSGIV3b1emXloLiEtanZLErI5fO4a2Ii2hNdGhQvXb8VlU+Xp3CsO7tiQm3RQIbkwUP9WRx0oGy7akX9WHy6HhrbTDGNAgR4fErTiXI48dHq5J5a9lu4iJCGN07iqy8IlKzCkjPKSA02EOPqDbER7UmOjSYAH/B4+dHgL/QsW0w3dq3pm2I84VnX2YeK3cdZuXuQ6zcfYgNKVkUlnjLPW9wgB/d2rcmLjKEuIjW9O4QysgeEXSuo3/0G/ZmsS09l5vO6l4n5zMnzoKHOrZ850GuemFJ2eM3bh7OWb0iG7FExpiWKCTQw5NXDeLBn/Rn9rp9fLgyhfdXJBPRJpDo0GB6RrXhcF4hi7am8/6K5CrP07ZVAMEBfqRmFQAQ5PHj1Ji2/OLMOIZ0DadndBv2ZeazM+MIuw7ksjMjl23puczfnF4WXMRHtmZkjwh6RbehW0RrurQPIbZdq2r3+9qdcYQ3vt/Fu4l7CPL4cfGATrV/gUytWPBQBw7mFjJ7/T7u/2h9ufR1D44lNNhuUxhjGk+bIA9XJXThqoQuVebJzi/iUG4RRV4vxSVKYbGXvZl57M44wq6DuRwpKOHU2LYM6dqOvp3CCPSU7y7XMzqUUb3Kn7PEq2xNzeZ/SQf4blsGn6zeS05Bcbk8HcOC6RoRQlxECOf16cC5faII8viXHb9waxqvL9nFgq3p+Ikwtl8HJo+Ot6n7TwLVDh5ExB9IBFJU9VIROQ94EggEVgA3q2qxiFwD3AsIkA3coapr3HOMA/4J+AMvqepjbnp34G0gwj3XdapaKCJBwGvAUCAD+Jmq7nSPmQrcDJQAv1LVL2v1StTC6Y98RYnP1LAzbxnOGT2ttcEY0zSEBgf86IvOqbFta3VOfz8pWx30llHxqCoHcgrZffAIuw/msjsjj90Hj7Dn4BHmbkzl3cRkwoI9XDKwEzHhrXgncQ97DuYRFRrEL8/rxaRhXenYNrhWZTJ1pyYtD/cAm4AwEfEDXgXOV9WtIvIX4AbgZWAHcLaqHhKRi4DpwHA3+HgWGAMkA8tFZJaqbgQeB/6hqm+LyAs4QcHz7u9DqtpTRCa6+X4mIv2AiUB/oDPwlYj0VtWSWr4eJ6R3h1A27cvirxNOZeLpXWymSGOMqUBEiAoNIio0iKHd2pXbV1zi5X/bMvh4VQofr9pLXlEJw7u3595xfbiwf0ebRfIkVK3gQURigUuAR4Df4rQQFKrqVjfLPGAq8LKqfudz6FIg1t0eBiSp6nb3nG8D40VkE3AeMMnN9yrwIE7wMN7dBngfeEacXofjgbdVtQDYISJJ7vmPdjZoQO/cNgIBu0VhjDEnwOPvx9m9ozi7dxQPX17M4bwiG01xkqtuOPc08HugtGvtAcAjIgnu4yuBym6o3QyUzsscA+zx2ZfspkUAh1W1uEJ6uWPc/Zlu/qrO1SjCKmnyM8YYU3OtgzwWODQBxw0eRORSIE1VV5SmqTNt2UTgHyKyDKdvQ0mF487FCR7urdMS14CITBaRRBFJTE9Pb6xiGGOMMc1KdVoezgR+IiI7cTo1nicib6jqElUdparDgEVA6S0MRGQg8BIwXlUz3OQUyrdOxLppGUC4iHgqpJc7xt3f1s1f1bnKUdXpqpqgqglRUVHVqKoxxhhjjue4wYOqTlXVWFWNw2lt+EZVrxWRaAB3RMS9wAvu467AhzgjJrb6nGo50EtEuotIoHuuWW4rxnycWx/gdLz8xN2e5T7G3f+Nm38WMFFEgtyRGr2A8otIGGOMMaZe1GaehynuLQ0/4HlV/cZNn4bTL+E5d0bFYvfbf7GI3A18iTNU8xVV3eAecy/wtog8DKzCGbWB+/t1t0PkQZyAA1XdICLvAhuBYuCuxhppYYwxxrQ00hxXXatMQkKCJiYmNnYxjDnpicgKVU04fs7GY9ezMdVTX9ezDZ41xhhjTI20mJYHEUkHdjViESJxhri2BFbXpq2bqp7UPYxrcT03x/frWFpafcHqXFG9XM8tJnhobCKSeLI3BdcVq6s5WbW096ul1Reszg3FblsYY4wxpkYseDDGGGNMjVjw0HCmN3YBGpDV1ZysWtr71dLqC1bnBmF9HowxxhhTI9byYIwxxpgaseDBGGOMMTViwUMVRGSniKwTkdUikuimDRaRpaVpIjLMTT9HRDLd9NUiMs3nPONEZIuIJInIfT7p3UXkezf9HXe9D9z1Ot5x078XkTifY6a66VtE5MJ6rusgEVnipn8qImHHK0dzq6uIxIlIns/7+oLPeYa6+ZNE5F/izsUuIu1FZJ6I/OD+buemi5svSUTWisgQn3Pd4Ob/QURuwAAgIuEi8r6IbBaRTSIyUkT+5j5eKyIfiUi4m7dZvFdV1PkhtxyrRWSuiHQ+0XLW5WvRSHVu0p+1x6qzz77/ExEVkUj38cn5Pquq/VTyA+wEIiukzQUucrcvBha42+cAn1VyDn9gGxAPBAJrgH7uvneBie72C8Ad7vadwAvu9kTgHXe7n3t8ENDdPa9/PdZ1OXC2u30T8NCxytFM6xoHrK/iPMuAEYAAs33+Lp4A7nO37wMe9/l7me3mHwF876a3B7a7v9u52+0a++//ZPgBXgVucbcDgXBgLOBx0x73eX2bxXtVRZ3DfPb/yueaqXE56+q1aMQ6n0MT/qw9Vp3d7S446z/twv2cOlnf50b/gDhZf6j8n8yXwM/c7Z8DM4/zBz0S+NLn8VT3R3BmA/NUzOc+x0h32+Pmk9JjK5RlZD3WNZOjHWq7ABt961CxHM20rnFU8g8J6ARs9nn8c+A/7vYWoJNPvi3u9n+An/scs8XdX3ZsZfla6g/QFthR+r5UkWcC8GZzea+qWeepOAsR1ricdflaNGKdz6EJf9Yer87A+8AgfD6nTtb32W5bVE2BuSKyQkQmu2m/Bv4mInuAJ3H+yEqNFJE1IjJbRPq7aTHAHp88yW5aBHBYVYsrpJc7xt2f6eav6lx1obK6bgDGu9tX4fxTPVadmmNdAbqLyCoRWSgio3zKnVxF+Tqo6j53ez/QweeYmrxuLV13IB34r/v6vyQirSvkuQnn21LZMU38vaqyziLyiPu5cw3OysUnUs66fC3qSk3rDE37sxaqqLOIjAdSVHVNhfwn5ftswUPVzlLVIcBFwF0iMhq4A/iNqnYBfsPRpcNX4swfPgj4N/BxYxS4Fiqr603AnSKyAggFChuzgHWoJnXdB3RV1dOA3wIzxafvx/GoE8JrnZa+5fAAQ3C+cZ4G5OI0swIgIvcDxcCbblJzeK+qrLOq3u9+7rwJ3F2fhWjg16KmdW7qn7VQeZ0fBP5A+SCpXtX2fbbgoQqqmuL+TgM+AoYBNwAfulnec9NQ1SxVzXG3vwAC3M4uKZT/FhvrpmUA4SLiqZCO7zHu/rZu/qrOVS91VdXNqjpWVYcCb+Hc9ytXvgrlaHZ1VdUCVc1wt1e46b3dssRWUb5UEenk1qkTkFaxrhWOqbe6NnHJQLKqfu8+fh/nAxcR+QVwKXCN+wHYXN6rKuvs403gihMsZ12+FnWlRnVu6p+1rqrq3B1YIyI73edcKSIdj1GeRn2fLXiohNuEFFq6jdNJaz2wFzjbzXYe8IObp6NPb9ZhOK9rBk5HvF7i9PYNxOmUM8v9wJsPXOme6wbgE3d7lvsYd/83bv5ZwES3h3B3oBdOp5h6qauIRLtpfsADOB2NSstXWTmaXV1FJEpE/N3teLcc291mvywRGeG+79dXUaeKdb3e7dU8Ash0z/MlMFZE2rk9n8e6aS2aqu4H9ojIKW7S+cBGERkH/B74iaoeKc3fHN6rY9S5l0+28cDmEylnHb8WjVLnpvxZe5w6r1TVaFWNU9U4nABjiJv35Hyfj9UhoqX+4PTYXeP+bADud9PPAla46d8DQ930u918a4ClwBk+57oY2IrzTej+Cs+xDEjCacUIctOD3cdJ7v54n2Pud8+zBbf3bD3W9R633FuBx/Dp3FNVOZpbXXG+7WwAVuM0l17mc64EnIByG/CMzzERwNc4geVXQHs3XYBn3fzrgASfc93kvgZJwI2N/fd/svwAg4FEYC1O83Q79zXa474nqznaW75ZvFdV1PkDt/xrgU+BmBMtZ12+Fo1U5yb7WXu8OlfYv5OjHSZPyvfZpqc2xhhjTI3YbQtjjDHG1IgFD8YYY4ypEQsejDHGGFMjFjwYY4wxpkYseDDGGGNMjVjwYIwxxpgaseDB1Al3QpWXRWSXiGSLs1zuRT77Q0TkORE5IM6Suot89k0RkfXucTtEZEqFc8eJyHwROSLOErYXNGTdjGmpRKSXiOSLyBs+aZPc6zxXRD4WkfY++/qKyDfuNZ4kIhN89o0QZxnogyKSLiLviTvboWl6LHgwdcWDM3nP2TjTvD4AvCsice7+6ThLx/Z1f//G59jSWdDaAeOAu0Vkos/+t4BVOBOc3A+8LyJR9VURY0yZZ3FmbwRAnIWo/gNch7Oo0hHgOXefB2fGws9wrvHJwBsi0ts9vB3O50Ac0A3IBv7bEJUwdc8miTL1RkTWAn/GmRFuGRCrqlnVOO5fOH+bv3Q/eNbhzLaW7e7/Fmcp5heOdR5jzIlzA/ifAhuBnqp6rYj8FYhT1Ulunh7AJpzAvhvOrI+hWjptochc4HtV/WMl5x8CLFTV0AapkKlT1vJg6oWIdMBZmGgDzgJiu4A/u7ct1onIFVUcJ8Ao9ziA/jhrFGT7ZFvjphtj6oE4K5L+BWeFUl/9ca4/AFR1G84qtL2pnAADqtg3mqPXuWliLHgwdU5EAnBWwntVVTfjrNA2AMgEOuPMT/+qiPSt5PAHcf4uS5sz27jH+crEWTrbGFM/HgJeVtXkCunHuh634KzSOEVEAkRkLM5tzJCKJxeRgTjLT0+puM80DRY8mDolzsqUr+N8G7nbTc4DioCHVbVQVRfirHQ3tsKxd+P0fbhEVQvc5BwgrMLThOHcLzXG1DERGQxcAPyjkt1VXo+qWgRcDlwC7Af+D3gXZ4VI3/P3BGYD96jqt3VbetNQPMfPYkz1uLccXsbpSHWx+2ECzspxFZXrbCMiNwH3AaMrfNvZAMSLSKjPrYtBwMw6LbwxptQ5OJ0ad7urX7cB/EWkHzAH5/oDypY/D8JZzRJVXYvT2lC6/zvgVZ/H3XBWc3xIVV+v53qYemQdJk2dEZEXcJaavUBVc3zSA3A6Vb0KPAoMx/kQOl1VN4vINcDfgXNVdVMl510KLMYZwXERzi2NXqqaXs9VMqbFEZEQyrcu/A4nmLgDiAaW4LQurMQZeeFR1YnusQNxAgk/4E7gLqCPqhaISAywCHheVZ9smNqY+mK3LUydcL9R3IYTPOwXkRz35xq3BWI8cDHO/dEXgevd/hAAD+P01l7uc5zvSIqJOOvTHwIeA660wMGY+qGqR1R1f+kPzq2KfFVNV9UNwO04fZrScPo63Olz+HXAPnff+cAYn1uQtwDxwIM+13kOpkmylgdjjDHG1Ii1PBhjjDGmRix4MMYYY0yNWPBgjDHGmBqx4MEYY4wxNdJi5nmIjIzUuLi4xi6GMSe9FStWHFDVk3rhMbuejame+rqeW0zwEBcXR2JiYmMXw5iTnojsauwyHI9dz8ZUT31dz3bbwhhjjDE1Uq3gQUR2uishrhaRRDftKhHZICJeEUnwyTtGRFa4+VeIyHk++xaIyBb3PKtFJNpNDxKRd0QkSUS+F5E4n2OmuulbRORCn/RxblqSiNxX+5fCmJYhLi6OU089lcGDB5OQ4Fy6U6ZMoU+fPgwcOBCgh4iE+x4jIl3dSX1+55P2ioikicj6is8hIr8Ukc3uZ8QTPul2PRvTDNTktsW5qnrA5/F6nLXe/1Mh3wHgMlXdKyIDgC+BGJ/916hqxfbGm4FDqtrTXUP+ceBn7lzqE3GWge0MfCUipUu/PguMwVl0ZbmIzFLVjTWojzEt1vz584mMjCx7PGbMGB599FE8Hg8ikg9MBe71OeQpnMWMfM0AngFe800UkXNxZhQd5E5LXPolwa5nY5qJE+7zULoGgbtwim/6Kp+HG4BWIhLkM0VpZcbjLMUM8D7wjLvI0njgbffYHSKSBAxz8yWp6na3DG+7ee3DxpgTMHZsuQVOc3GWUQdARC4HdrjpZVR1kW8roY87gMdKr3lVTXPT7Xo2ppmobp8HBea6tyEm1+D8VwArKwQO/3VvWfxRjkYeMcAeAFUtxln/IMI33ZXsplWVXo6ITBaRRBFJTE+3pRCMASfgHzt2LEOHDmX69OmVZYnEbWUQkTY4LRB/rsFT9AZGubcgF4rI6W56ra5nY8zJo7otD2epaorb/DhPRDar6qJjHSAi/XFuP/h+pbnGPU8o8AHOIiqvVXZ8XVDV6cB0gISEBFvEwxhg8eLFxMTEkJaWxpgxY+jTpw+jR48G4JFHHgHny8KbbvYHgX+oak7FVsZj8ADtgRHA6cC77tLNteJ+cZkM0LVr19qezhhTC9VqeVDVFPd3GvARR5saKyUisW6+61V1WyXnyQZm+pwnBejiHusB2gIZvumuWDetqnRjmpU1ew5z98yVrE/JrLNzxsQ4X+qjo6OZMGECy5YtA2DGjBl89tlnADv06Ip5w4EnRGQn8GvgDyJy93GeIhn4UB3LAC9Oa0atrmdVna6qCaqaEBV1Uk9D0WI9Nnszy3cebOximAZw3OBBRFq7LQWISGucloQf9a72yR8OfA7cp6r/80n3iEikux0AXOpznlnADe72lcA37ofXLGCiOxqjO9ALWAYsB3qJSHcRCcTphDWr+tU25uSWeaSI37+/hvHP/o/P1u7jDx+tw+utfeNZbm4u2dnZZdtz585lwIABzJkzhyeeeIJZs2aB888eAFUdpapxqhoHPA38VVWfOc7TfAycC+B2iAzE6Uht13MzN33RNt5Zvuf4GU2TV53bFh2Aj9wmSw8wU1XniMgE4N9AFPC5iKxW1QuBu4GewDQRmeaeYyxOZ6sv3cDBH/gKeNHd/zLwutuB6iDOhwequkFE3sXpOFUM3KWqJQDut58v3XO94q4zb0yTp6r833urWbAlndtGxxPTrhXTPtnAp2v3Mn5w7boCpKamMmHCBACKi4uZNGkS48aNo2fPnhQUFDBmzBiAfiLygqrefqxzichbwDlApIgkA39S1ZeBV4BX3CGchcAN7pcBu56bOa/C5v1ZjV0M0wDkaOtk85aQkKA2I51pCt5fkczv3lvDA5f05ZZR8Xi9yqX/XkxmXhHzf3cOgZ76ndtNRFaoasLxczYeu55PPl6vEv+HLwj0+LHxzxfi8bc5CE8G9XU927trzElkd8YR/vzpBobFteemM7sD4Ocn/HRIDCmH8ziYW9jIJTSmcl73i2hhsZedGbnHyW2aOgsejDkJeL3K60t2cvG/vkUVnrhyIH5+R0c3bEvPpW2rADqEBTVeIY05hhKfVuxN+7IbsSSmIVjwYEwjS0rL5qr/LOGPn2zgtK7hfPGrUcRFti6XZ+O+LPp1CvvRpGzGnCx874Bbv4fmr8WsqmlMY/J6lfV7Mwnw9yOiTSDRocEUFnt5fsE2np2fRGGJl7N6RnLuKdEs33mQvZl5DO4STnCAP8UlXjbvy+K6Ed0auxrGVMnrEz1stpaHZs+CB2PqWVJaNvd9sI7EXYcAEIHrR3RjyfYMtqbmlOVbnHSAxUlHl48J8BcGxobTu0MbCoq99Osc1uBlN6a6SnyGEm/eb8FDc2fBgzH1JC0rn/8s2s7rS3bRKtCfh8b3p1Wgh9+9t4ZXl+wqy9cxLJhrhnfl3D7RxIS3IjOviO0Hcli24xDLdmTw/opkRGBwl/BjPJsxjas0dogKDSLlcB6ZeUW0bRXQuIUy9caCB2Pq2IGcAv799Q+8tXwPJV5lVK9IRveKYuO+LL7elFYu793n9uSOc3rQOujopdiudSBxka05r08HAPIKSziQU0CX9iENWg9jaqJ0ErN+ncJYmJ3Olv3ZDOvevpFLZeqLBQ/G1JHCYi+vLdnJP7/6geyCYgCCPH4s2JLOgi3phAZ7GBEfwe1nxzOkaztKvFqtsfCtAv0tcDAnvdI+D/06h7Fwazqb92dZ8NCMWfBgTC15vcqna/fy1Lyt7Mo4Um7f6XHtOatXJGf0iKB/57b4+wy/9PjbyAnTfJTetujcNpjwkAA27bMRF82ZBQ/G1EJSWjYXPPXjBWa7RYTw6IRTOaNnZCOUypiGV9ry4Ocn9OkYanM9NHMWPBhTQ3mFJby/MplHPt9IflHZGlL0iGrNmT0jGRkfwbl9ogkO8G/EUhrTsEqDB38R+nYK4+1le/B6tdxkZ6b5sODBmGoqKvHyzvI9PD5nM9n5xWXpvx93ClcOjSU6NLgRS2dM4yodquknQt+OYeQVlbD74JEfTXhmmgcLHoyphq2p2fzqrVXlxq9fcmonHr9yIG2C7DIypnSOKBE4pWMo4Mw0acFD82SfesZUISu/iKXbMvhuWwYzl+2msNi5RZHQrR33XtSH0+OsJ7kxpcpuW/gJvaJD8RNnjYtxAzo1cslMfbDgwZhKHMotZMw/FnEgp4Agj19Z4HDTmd3546V9m/QaE3FxcYSGhuLv74/H4yExMZEpU6bw6aefEhgYCNBDRMJV9XDpMSLSFdgIPKiqT7pprwCXAmmqOsAn74PArUC6m/QHVf3C3TcVuBkoAX6lql+66eOAfwL+wEuq+lh9vgam7vnetmgV6E9cZGtb46IZs4WxjKnEs/OTOJhbwEvXJ/DQeOf/4iUDO/HAJU07cCg1f/58Vq9eTWJiIgBjxoxh/fr1rF27FiAfmFrhkKeA2RXSZgDjqniKf6jqYPenNHDoB0wE+rvHPSci/iLiDzwLXAT0A37u5jVNSOlQzdIOkn07htk01c2YBQ+mRdp5IJdn5yeVm4+/VEZOAa8t3cUVQ2JpFejP/R+vY0R8e566elCz7Tk+duxYPJ6yhshcILb0gYhcDuwANvgeo6qLgIM1eJrxwNuqWqCqO4AkYJj7k6Sq21W1EHjbzWuakLKhmu4l0qdjKLsyjpBbUHyMo0xTZcGDaZE+Wb2Xv325hWmfrP/Rvr2H8yks9tKlfQi3vb6C+Mg2/Oe6BII8zWPopYgwduxYhg4dyvTp0yvLEonbyiAibYB7gT/X8GnuFpG1IvKKiLRz02KAPT55kt20qtIrlnuyiCSKSGJ6enrF3aaR+Q7VBOjTyVnIbUuqtT40RxY8mBapdNrcN7/fTVJa+Q+3whKnf8NT87YSGuxhxk2nN6sFfhYvXszKlSuZPXs2zz77LIsWHZ3k6pFHHgFQ4E036UGcWxA5PzpR1Z4HegCDgX3A3+ui3Ko6XVUTVDUhKiqqLk5p6pDXnfKk9LZen9IRFzZZVLNkwYNpkXp3aFO2/W5ictl2enYBUz9cW/b41ZuG0altqwYtW32LiXG+1EdHRzNhwgSWLVsGwIwZM/jss88AdqiWDrxjOPCEiOwEfg38QUTuPtb5VTVVVUtU1Qu8iHNbAiAF6OKTNdZNqyrdNCEVb1vEtmtFmyCPdZpspmy0hWmRItoE0b51IAdzC5m+aDvZ+UWs2HWIralHv2C/dH0CvTuENmIp615ubi5er5fQ0FByc3OZO3cu06ZNY86cOTzxxBMsXLiQ6OjosmkzVXVU6bY7iiJHVZ851nOISCdV3ec+nACU3huaBczul6BUAAAgAElEQVQUkaeAzkAvYBkgQC/5f/bOO76q8v7j72/uzc3eewBJWEkIQ0CGgqgQwInY5ai7VfuTWtuKdbRKW1FLW7WtWrUOtLVYO6wU2YoiypQZCCMLSIAkZO91n98f59ybm5CEBAIZPO/XK6+c85znPOfcwL33c75TJB5DNNwE3NI9r1hzvnBN1QTDApEY6actD/0ULR40FyxDw33ZnG3E+y3ZcpTLhoUxZ0wMVjfh2RX7CfPz6OE77H7y8/OZO3cuAI2Njdxyyy3Mnj2bIUOGUFdXR2pqKkCyiLyqlLq/o7VEZAlwORAqIrnAU0qpNzEsFWMw3B85wH0ASqm9IvIBRspnI/CAUqrJXGsesAojVfMtpdReNH0K11RNB4lRfny08xhKqX6RpaRpRosHzQXLY1cnsSW7iGeW7+fqkZG8cus4AFamGQ/N7p1ol93XSEhIYNeuXaeMZ2RkOLdFZF9bwkEptaDV/s1tXUMpdVt711dKLQQWtjG+HFjewa1rejmtUzUBEiP9+VvtEY6V1RIT2L/cfxc6WjxoLljGDAhkzIBAcktqeH/rUSrrGvH1sFLfZHwK2qz6SUmj6SytYx4AkqIcQZPlWjz0M/rfo5VG00WuHRVNfaOdT9LzAWgwq0n2R8uDRnOusLfhtnDEDOliUf0P/emoueAZPyiIcD8Plu8x3BUNTVo8aDRdxem2cBEPfp7uDAj2Yt9xnXHR3+jUp6OI5IjIHhHZKSLbzLFvicheEbGLyHiXuaki8rU5/2sRudLl2DhzPENE/ihmBI2IBIvIGhE5ZP4OMsfFnJdhFpwZ67LWHeb8QyJyR3f9QTQXHm5uwlUpkXx2oJCqukYtHjSaM6AttwUYcQ/7tXjod3Tl0/EKs069QyikATcC61vNOwlcp5QaCdwB/NXl2J8xGuYMNX8cdfEfBT5RSg0FPjH3wah175h7r3k+IhIMPIWRgz4BeMqlip1G02WuHhlFXaOdten5VNc3AeBt6x8VJTWa80HrVE0HSVH+ZJ+sorahqSduS3OOOONHK6VUulLqQBvjO5RSx8zdvYCXiHiISBTgr5TaZBageRe4wZw3B3jH3H6n1fi7ymATEGiuMwtYo5QqVkqVAGtov0GPRnNaxscFEx/qw6KVBzhWWgOAl7sWDxpNZ3GkarZOyUyK9MOu4FB+V4qUano7nRUPClhtuiHu7cL63wC2K6XqMGrV57occ61fH+FSVOYEEGFu61r4mvOCxU148TtjyC+v5Z2Nh/GxWfptEyyN5lzgqEna2vLg6HGRritN9is6Kx6mKKXGYrgRHhCRy053goiMAH6DWSCms5hWiVNbHZ4Buha+piuMHhDI/FnDAaiq1yZWjaYrtBfzMDDYGy93i6402c/olHhQSuWZvwuAD2muVd8mIhJrzrtdKZVpDufh0uaXlvXr8013BObvApdzdC18zXnj9slxPX0LGk2fpK0Kk2BYIoZF+ukeF/2M04oHEfERET/HNjCT5lr1bc0PBD4GHlVKfekYN90S5SIyycyyuB34yDy8FCO4EvO36/jtZtbFJKDMXGcVMFNEgsxAyZnmmEZzVnjpIEmN5oxoK1XTQVKkH+nHy2nut6bp63TG8hABbBCRXRhNbD5WSq0UkblmPfvJwMci4vjyngcMAZ40Uzt3iki4eez/gDeADCATWGGOPwekisghYIa5D0a52ixz/l/M81FKFQO/BraaP78yxzSabqOyrrGnb0Gj6TM43RZtfKskRvpRUt1AYUXdeb4rzbnitOWplVJZwOg2xj/EcE20Hn8aeLqdtbYBKW2MFwHT2xhXwAPtrPUW8NZpbl+jOWO+PlzCtGE6Vkaj6QzOVM02LA/NQZMVhPt7ntf70pwbdBUcjaYVkeaH26asoh6+E42m7+BwW7TVPTMxsrnHhaZ/oMWDRtMKxxPUntyyHr6Tc0NcXBwjR45kzJgxjB9v1HybP38+iYmJjBo1CmCwGbvkREQGikiliDzsMvaWiBSISJsxUCLyUxFRIhJq7uuKsf0YR2+L1qmaAIHeNqICPHWPi36EFg8aTSuqzFiH/hwdvm7dOnbu3Mm2bdsASE1NJS0tjd27dwPUAo+1OuV5mmOUHCymneJsIjIAI5D5iMuwrhjbj2kvVdNBohk0qekfaPGg0bhgtyuq6pvw87BysrL+ggnwmjlzJlarMwSqCpe0ahG5AcjGqBjrRCm1HmgvUPkF4BFa1mzRFWP7Me2lajpIjPIns7CSerNrraZvo8WDRuNCVb1hdRg7yHjwPdAPzawiwsyZMxk3bhyvv/56W1NCMa0MIuIL/Az4ZRfWnwPkKaV2tTqkK8b2YxxZmO1VZk2M9KOhSZF1Upep7g9o8aDRuHC02OhrMT3JyC7uj66LDRs2sH37dlasWMHLL7/M+vXNve0WLlwIhrXgPXNoAfCCUqpTn/gi4g08DjzZrTeNrhjb2zmd2yLJzLjQlSb7B1o8aDQuOJ6Kxg8KJszPo18GeMXEGA/14eHhzJ07ly1btgCwePFili1bBpCtmqv5TAQWiUgO8BDwuIjM62D5wUA8sMs8JxbYLiKR6Iqx/ZqmDlI1AeJDfbBZ3HSPi36CFg8ajQuZBVWIGB90if2wpG5VVRUVFRXO7dWrV5OSksLKlStZtGgRS5cuBXA6pZVSU5VScUqpOOBF4Bml1Evtra+U2qOUCnc5JxcYq5Q6ga4Y26/pKFUTwN3ixpBwX9K15aFfcNoiURrNhUTWyUqiA7zwsllIjPTj3Y2HaWyyY7X0D52dn5/P3LlzAWhsbOSWW25h9uzZDBkyhLq6OlJTUwGSReRVpdT9Ha0lIkuAy4FQs9rsU0qpNzs4ZTlwNUbF2GrgLjAqxoqIo2Is6IqxfRK7vWO3BUBilB8bDp08T3ekOZdo8aDRuJBZWMngcF8Ahkf6U9doJ6eomiHmWF8nISGBXbtaxzFCRkaGc1tE9rUlHJRSC1rt33y665nWB8e2rhjbj3FWmOxAPSRH+fOf7XkUVdYR4utxvm5Ncw7oH49TGk03oJQiq7CKwWE+QHNVvP6YcaHRdDcOyVDb0H4qZmKkETSp31N9Hy0eNBqTE+W1VNc3kRBmWBmGhPticZN+F/eg0ZwLHOnNX2a075ZIjDIEeboWD30eLR40GpPMgioAp+XB091CqK+N/PLanrwtjaZPMDImgAh/D9am57c7J9TXg1BfD93joh+gxYNGY+JI0xwc1hzfEOhlo7S6oaduSaPpM4gIM5Ii+PxgIbUNTe3OS4ry65cp0BcaWjxoNCaZBZX4elgJ92sO5Arwdqe0RosHjaYzzEiOoLq+iY0ddKRNjPTjYH4FjU26THVfRosHjcYk0wyWdM1TD/J2p0xbHjSaTjE5IQRvm4W1+9p3XSS6ZDFp+i5aPGg0JlmFlc5gSQeBXjZKa+p76I40mr6Fp7uFy4aGsTY9n+YipS1xBE3qQOS+jRYPGg1QXd/IsbJaZ7Ckg0Bvd0qqG9r9INRoNC1JTY4gv7yOPXllbR53ZjHpSpN9Gi0eNBogq9DItGhteQjwdqe+0d5h7rpGo2nmisRw3IR2XRceVguDw3y05aGPo8WDRoNRWRJaZlqA4bYAtOtCo+kkwT42xg8KZk16QbtzEiP9dY+LPo4WDxoNRrCkCAwK8W4xHuTtDqDTNTWaLjAjOZz04+XklrQdFJkY5UdeaQ3ltfp91VfR4kGjwQiWHBDkjae7pcV4gBYPGk2XSU2OBNp3XSTpMtV9Hi0eNBqa0zRb43BblGm3hUbTaeJDfRgc5sPadlwXzowLXWmyz6LFg+aCx25XZJ88NU0TjGwLgJJ+ZHmIi4tj5MiRjBkzhvHjxwMwf/58EhMTGTVqFMBgEQl0PUdEBopIpYg87DL2logUiEhaq7m/FpHdIrJTRFaLSLQ5LiLyRxHJMI+PdTnnDhE5ZP7ccQ5fvuY8MSM5gk1ZRW26JiL9PQnwctc9LvowWjxoLniOldVQ22A/JVgSmsVDf3NbrFu3jp07d7Jt2zYAUlNTSUtLY/fu3QC1wGOtTnkeWNFqbDEwu43lf6uUGqWUGgMsA540x68Chpo/9wJ/BhCRYOApYCIwAXhKRILO6gVqepzUpAga7YrPDxSeckxESIz0I11bHvosWjxoLngynWmap7otvNwt2Kxu/T7bYubMmVitVsduFRDr2BGRG4BsYK/rOUqp9UBx67WUUq7fCD6Ao0jGHOBdZbAJCBSRKGAWsEYpVayUKgHW0LYo0fQhLhoYRIiPjTXtxT1E+XPgRAV2u66h0hfplHgQkRwR2WOaIbeZY98Skb0iYheR8S5zQ0RknWnifKnVOp+JyAFznZ0iEm6Oe4jIP0xz5mYRiXM55zFz/ICIzHIZn22OZYjIo2f3Z9BcyGS1k6YJxhNSoFf/KlEtIsycOZNx48bx+uuvtzUlFNPKICK+wM+AX3bxGgtF5ChwK82WhxjgqMu0XHOsvfHWa94rIttEZFth4alPs5rehcVNuDIxnHUHCmhoo49FUpQf1fVNHG0nI0PTu+mK5eEKpdQYpZRDKKQBNwLrW82rBX4BPEzb3GquM0Yp5YimuQcoUUoNAV4AfgMgIsnATcAIjCeRV0TEIiIW4GUMM2gycLM596z44lAhd729hQqdPnRBkVlYib+nlVBfW5vHA73d+5XbYsOGDWzfvp0VK1bw8ssvs35981t44cKFYFgK3jOHFgAvKKUqu3INpdQTSqkB5jrzuuO+lVKvK6XGK6XGh4WFdceSmnPMjOQIKmob2Zp9ioGKRDPjQtd76JucsdtCKZWulDrQxniVUmoDhojoLHOAd8ztfwHTxehONAd4XylVp5TKBjIwfKITgAylVJZSqh5435x7Vry/9SjrDhTy2H/26HLEFxC5JTUMDPFu0RDLlf7W3yImxnioDw8PZ+7cuWzZsgWAxYsXs2zZMoBs1fwGmAgsEpEc4CHgcRHpihh4D/iGuZ0HDHA5FmuOtTeu6eNMHRqKh9WNNemnui6GRfghontc9FU6Kx4UsFpEvhaRe8/ymm+bLotfSPOntdNsqZRqBMqAEM6jmdNuV3y8+zgAy3Yf540vss/ktWn6ICXVDQR5t211ALMtdz+xPFRVVVFRUeHcXr16NSkpKaxcuZJFixaxdOlSAKeNWSk1VSkVp5SKA14EnlFKvdTW2g5EZKjL7hxgv7m9FLjdzLqYBJQppY4Dq4CZIhJkBkrONMc0fRxvm5UpQ0JZs+/URlleNgvxIT66x0UfxXr6KQBMUUrlmTEKa0Rkvxks1VVuNdfxA/4N3Aa8ewbrdAql1OvA6wDjx4/v0JRwuLil323h8nQuGRLCiOiAc3V7ml5CaXU9g4K92z0e6OXOnn4iHvLz85k7dy4AjY2N3HLLLcyePZshQ4ZQV1dHamoqQLKIvKqUur+jtURkCXA5ECoiucBTSqk3gedEZDiGCDkMONZZDlyNYUGsBu4CUEoVi8ivga3mvF8ppU61c2v6JDOSI/hkfwEH8iucrgoHiVF+7DumLQ99kU6JB6VUnvm7QEQ+xHAbdFk8uKxTISJ/N9d5l2azZa6IWIEAoIiOzZndauaMC/HGZnXjb/dM5MMduSzZcpRr/riBtF/OwtejsxpL0xcpqap3lqFuCz9P934TB5OQkMCuXbtOGc/IyHBui8i+toSDUmpBq/2b27qGUuob7Ywr4IF2jr0FvNXBrWv6KNMTwwGj2uQp4iHSnxVpJ6iqa8RHf872KU7rthARH9NSgIj4YJgU0zo+q811rCISam67A9e6rLMUcBSG+SbwqflBsxS4yczGiMfID9+C8YQyVETiRcSGEVS5tKv31Or+OPj0VUyID+ap60Y4x+f/c5eOf+jHNDbZKa9tJLADt4W/l5Wq+iaadEqZRtNlwv09GT0gsM1GWYmRfigFB/O166Kv0ZmYhwhgg4jswvji/lgptVJE5pqmysnAxyLi9FGawVXPA3eKSK6ZCeEBrBKR3cBODEvBX8xT3gRCRCQD+AnwKIBSai/wAbAPWAk8oJRqMuMi5mH4RdOBD8y53YKnu4W377wYgBVpJ3j8wzRqG5q6a3lNL6KsxrAonM7yAFBZ23he7kmj6W/MTI5g19FS8stbxtEnRRmWiP260mSf47R2IqVUFjC6jfEPgQ/bOSeuneXGtTO/FvhWO8cWAgvbGF+O4UM9J1yRGM6sERGs2pvPki1H2HGkhJdvHdtmLQBN38VRdjrIpwPLg6fxNimvbXA2ytJoNJ1nRlIEv111gE/SC7hl4kDneEygF74eVt3jog+iK0x2wILrR+Bjs+AmUFBRx3V/2sB/tue2O99uV5TVNHC0uJq0vDKOFuviJ72d0mojBbMjt4XD8qDbB2s0Z8awCF8GBHuxtlXKppubMDzST/e46IPoCJUOiArw4sepw3j643QevHIIy9NO8JMPdvHfncfwdrdQVtNAeW2D8bumgYq6RlqHR0xOCOHmiQOZNSICD6ul7QtpeoyiKkM8BJ8m5gGgvEa7LTSaM0FEmJEUwXubj1Bd34i3rfmrJzHSj//tOoZSqt1aK5rehxYPp+HOS+L49/Y8/vDJIf5y+3i+OHSSf32di7fNQoCXO5H+ngyL8CPAyx1/Tyv+Xu74e7kT4OVORkElS7Yc4cElOwj2sfGtcbHccFEMwyP8cHPTb5LeQG5JDQAxQV7tzvE3LQ/9JeNCo+kJUpMjePvLHNYfPMnslEjneGKUP+9tPsLxslqiA9t/H2p6F1o8nAarxY1Xbh3LHW9t4btvbuYPN13El6lXdurcWSPgB9MG80XGSf6++TBvbMjmtfVZBHq7c3FcMBPjg5kYH0JSlB9Wi/Yg9QRHi6vx9bCeJmDSEfOgLQ8azZlycVww/p5W1qbntxAPSZF+gFFpUouHvoMWD50gPtSH//zfJXzvnW3c/7ev+cU1ydw9Jb5T57q5CdOGhTFtWBj55bWs3nuCT/cXsGZffotuczGBXlw9MpJZIyIZFRuIzarFxPngSHE1A4LbL00N2vKg0XQH7hY3rkgM59P9BTTZFRbT+jrMFA/pxyu4MjGiJ29R0wW0eOgkob4eLPn+JH70/g5+tWwfuSU1PHFNkvMN4EApRW2DnayTlWQUVJJZUElGYSWH8ivJKaqioantWgF5pTX85Yts/uJSFjshzIeRMQGE+HgQ6mcj1MeDEF8bwyL8iA3y0v7BbuBwURVDw/06nOPrqWMeNJruYEZSBB/tPMaOIyWMjwsGDHEeG+Sl0zX7GFo8dAEvm4U/f3ccv162j7e+zObjPcdwE6G+0U59o526JjsNTfYWQZNuAoNCfBgc5suVSeEEedvwsVnwslnxsVnw9rBiEaGkup6D+RWsSDtBRoHRwDCrsIqswqo27yXMz4OxAwMZOzCIsYOCGBkTgKe7DsjsCna74mhJDdOTOn7acbe44W2zaMuDRnOWTBsehrtFWLMv3ykewKg0ma7TNfsUWjx0EYubsOD6ESRH+fNl5klsFjds1uYfD4sbHu4WBoV4MyTcl7gQny59qf905nAAckuq+d2qA/x35zFCfGzcP20wqckRFFfXszevjO1HStl+pIRVew3Xh7tFSI4OaCEoogM8tXWiAwoq6qhvtDOgg74WDvw8rTpVU6M5S/w93ZmUEMKa9HweuzrJOZ4U5cen+/OpbWjSD0F9BC0ezpBvXzyAb1884PQTz5DYIG9evOki7p4Sz8KP01m4PJ03NmTxnYsHcvOEAdw2OQ6Ak5V1bD9c4hQTS7Yc4e0vcwCI8Pdg3KAgxg4M4qKBQaTE+Ot0URcOFxlWnYGdEg/uVOiASY3mrJmRFMFTS/eSWVjpLLqXFOWPXUFGQSUpMboZYV9Ai4dezqjYQN6/dxKfHSzkna9y+NOnh3h5XQbTE8O5ddIgJiUEM3NEJDNHGNHLDU129h+vYPuREr4+XML2IyUs33MCAJvFjREx/owdGMSPZgx1BgJeqGw/UgoYBWxOh7+nVYsHjaYbmJ4UzlNL9/JJer5TPCQ6gybLtXjoI2jx0AcQEa4YHs4Vw8M5UlTN37cc4YNtR1m9Lx9PdzfGDgxiYnwIExOCGTMgkJGxAYyMDeCOS+IAKKioZfvhUnaYguLf23N59KrEnn1RvYCVaccZFRtAVMDp08P8PN0pMatR9nXi4uLw8/PDYrFgtVrZtm0b8+fP53//+x82mw1gsIgEKqVKHeeIyECMHjMLlFK/M8fewmhwV6CUSnGZ+1vgOqAeyATucqwlIo8B9wBNwINKqVXm+GzgD4AFeEMp9dy5/jtoeobYIG+So/xZu6+Aey8bDBhxYZ7ubjposg+hxUMfY2CIN49elciPU4fy+YFCNmYVsTmrmBc/OYhaC942C1cmhnPtqCguHx6Op7uFcD9PZqdEOnOrXdOkLlTySmvYlVvGI7OHd2q+v5c7R/pRufF169YRGhrq3E9NTeXZZ5/FarUiIrXAY8DPXE55HljRapnFwEvAu63G1wCPKaUaReQ3jrXMBnk3ASOAaGCtiAwzz3kZSAVyga0islQpta8bXqqmFzIjOYKXPj1EcVU9wT42LG7C8Ag/9p/QQZN9BS0e+igeVksLd0VZdQNbc4r59EABq9JOsGz3cbxtFqYnRXDNyCguHx7mDES60IUDwKo0w5VzVUpUp+b7eVopr+m/AZMzZ8503a0CYh07InIDkG2OO1FKrReRuNZrKaVWu+xuAr5pbs8B3ldK1QHZZhfdCeaxDLMJHyLyvjlXi4d+SmpSBH/85BCf7i/gm+OM/2qJkf6sSc/XZar7CLoSUT8hwNudGckRPDN3JJsfn85735vInDExfJlxkvv/9jWXPPcpO46U9PRt9hpWpp0gMdKP+FCfTs3360cxDyLCzJkzGTduHK+//npbU0IxrQwi4othgfjlGV7ubpotFjHAUZdjueZYe+OafkpKjD+R/p6sdSmUlxjlR3FVPYWVdT14Z5rOosVDP8RqcePSIaE8e+NItjw+nb/eMwFfDyvffWMzm7KKevr2epyCilq2Hi5m1ojI00828bVZqTfrePR1NmzYwPbt21mxYgUvv/wy69evdx5buHAhgALeM4cWAC8opSq7eh0ReQJodFnrrBCRe0Vkm4hsKyws7I4lNT2EiDAjOZz1hwqpbWgCDMsDwP7jOu6hL6DFQz/HanFj6tAw/nn/ZKIDvbj9zS0s3XWsp2+rR1m9Nx+l4KqRnRcPXjbD5VNd33Subuu8ERNjPNSHh4czd+5ctmzZAsDixYtZtmwZQLZSzlJnE4FFIpIDPAQ8LiLzTncNEbkTI5jyVpe18gDX/OZYc6y98RYopV5XSo1XSo0PCwvr3IvV9FpmJEVQXd/ExkzjgSbRpceFpvejxcMFQoS/Jx/cN5kxAwJ5cMkOXvksA9W6f/gFwqq9J4gP9WF4RMdlqV1xiIeaPi4eqqqqqKiocG6vXr2alJQUVq5cyaJFi1i6dCmA07yilJqqlIpTSsUBLwLPKKVe6ugaZubEI8D1SinXKNOlwE0i4iEi8cBQYAuwFRgqIvEiYsMIqlzaXa9Z0zuZPDgEH5uFNemG6yLIx0akv6e2PPQRtHi4gAjysfHX703g+tHRLFp5gN+sPHDBCYjS6no2ZhYxOyWyS0FZ3k7LQ9+Oe8jPz2fKlCmMHj2aCRMmcM011zB79mzmzZtHRUUFqampAMki8urp1hKRJcBGYLiI5IrIPeahlwA/YI2I7HSspZTaC3yAEQi5EnhAKdWklGoE5gGrgHTgA3Ouph/jYbVw2bAwPknPx243PocSo/xI1+mafQKdbXGB4WG18OJ3xuDnaeXVzzMpq6nnV3NScO+FLcEbmuwIdKpdeZNdoZQ67dw1+/JptCuuSum8ywLAy914q9Q09G3LQ0JCArt27TplPCMjw7ktIvuUUve3nqOUWtBq/+a2rqGUGtLe9ZVSC4GFbYwvB5Z3cOuafkhqcgQr0k6QdqyMUbGBJEb682VGFg1N9l75maRpRouHCxA3N+HpG1II8rbx0roMcktqeOmWsQR49Z6KkzuPlvLAe9tRSvFQ6jC+MTa2RYrp7txS/rH1KEeKqzlaXE1eaQ0NTQo/TyuDw3y5e0o8V6dEYrW4UV3fyPqDhazam8/affnEBHoxsotV7Lz7idtCo+lNXDE8HDcxRP2o2ECSovxoaFJkFVYxPLLzbkXN+UeLhwsUEeHhWcMZEOzF4x+mMe2367jvssHcMyUem7XnFf+CpXtpsisi/D145F+7+cv6LH5w+WAGBnvzZUYRf/z0EF7uFgaH+TAiJoCrRkbhYXWjtLqBLw4V8uCSHTzi7kawt43i6npqG+wEerszKyWSuy+N73IeeX8KmNRoegtBPjbGxwWzZl8+P505vDnj4kS5Fg+9HC0eLnC+c/FARkQH8PvVB/jNyv1szSnmlVvH9nhnu+yTVVw7Koqnb0hh1d4TLFp1gJ980GxunzMmml/NSWnTWmK3Kz7ZX8DmrCJKqhvw87Qyc0QEE+KCO+UCaQsvdy0eNJpzQWpSBAuXp3O0uJqEMB/cLUL68QrmjOnpO9N0hBYPGlJiAnj7rgm8t/kwP/9vGre/uYWn56YwrAvZCN1NbUMTvp5WRITZKVHMSIpg/4kKiqrq8bFZGB8X3O65bm5CanIEqckR3XY/DrdFbR+PedBoehszkg3x8El6PndeGs+QcF2mui/Q8/ZpTa/h1omDePE7Y9h3vJxZL67nyY/SnFHQ5xs3EVwTQawWN1JiApg2LKxD4XCu8LYZOltbHjR9mbhHPybu0Y852ov6tMSH+jAk3NeZspkU6Uf6cS0eejtaPGhaMGdMDF88cgV3TI7j3Y2H+cVHaT2Szukm9JhwaQuvfpKqqdEATF20jvFPr6Wsl/RrmZEUweasYspqGkiM8iO/vI7iqv7Rxba/osWD5hSCfGwsuH4E/3f5YN7bfITvvLaJbf264cAAACAASURBVDnF5/Ue3ERo6kU1KBwxDzrbQtOXyXnuGp7/9mgATlbWMfqXq7nlL5t6vOx6anI4jXbF5wcLSYpqDprU9F46JR5EJEdE9pgFX7aZY98Skb0iYheR8S5zQ0RknYhUishLrdYZZ66TISJ/FDPkXUSCRWSNiBwyfweZ42LOyxCR3SIy1mWtO8z5h0Tkju74Y2haMn/WcBbOTSG7qIpvvrqRexZvPW/mRDe3lm6LnsZmdcPqJlTrmAdNH+fGsbHkPHcN864wynF8lVnE0CdWsGDp3h4rGjdmQBChvjbW7svXPS76CF2xPFyhlBqjlHIIhTTgRmB9q3m1wC+Ah9tY48/A9zHK0g4FZpvjjwKfKKWGAp+Y+wBXucy91zwfEQkGnsKouz8BeMohODTdh4hw68RBfD7/cubPGs6WnGKu/uMXPPT+Dgorzm3nOzcBe29SDxiuC2150PQXHp41nMxnrma22SBu8Vc5xD+2nL9uOnze78XiJlyZGM66AwUEersT6mvTlodezhm7LZRS6UqpA22MVymlNmCICCciEgX4K6U2mY1y3gVuMA/PAd4xt99pNf6uMtgEBJrrzALWKKWKlVIlwBqahYimm/G2WXngiiF88cgV3HfZYJanneDRf+8+p9d0E+l14sFbiwdNP8PiJrx62zj2/nIWCWZ7+l/8N424Rz/mswMF5/VeZiRFUFHbyJbsYhIj/dmvy1T3ajorHhSwWkS+FpF7z/BaMUCuy36uOQYQoZQ6bm6fACJczjnaxjntjbdAt/DtXgK9bTx6VSI/SR3GJ/sLWH/w3P1NRYTe1v3a22bVbgtNv8THw8qnD1/OpsemO8fufHsrcY9+zIHz9CU+ZWgoHlY31uzLJzHSjwMnKmjqRUHTmpZ0VjxMUUqNxXAjPCAil52rGzKtEt3yP0a38D033HVpHAOCvbhr8VYmPrOWZ1ekU17bvVHbFjd6XdMuT3cLNTrbQtOPiQzwJOe5a/j4wSnOsVkvrmfw48spqKjt4Myzx9tmZerQUNam5zM80o+6Rjs5RVXn9JqaM6dT4kEplWf+LgA+xIgz6Cp5QKzLfqw5BpBvuiMc7o0Cl3MGtHFOe+Oa84CH1cLbd17MvZclMGZAIK99nsX033/OxsyibrtGr3VbaMuD5gJgRHQAOc9dwxu3GyFuTXbFhIWfMPvF9ee0UNqMpAhyS2qc5eN10GTv5bTiQUR8RMTPsQ3MxAiW7BKmW6JcRCaZWRa3Ax+Zh5cCjoyJO1qN325mXUwCysx1VgEzRSTIDJScaY5pzhNDwv342exEXrttPEvnXYqfp5Vb39jEK59ldEt9BkM8dMONdiPeNku/KBIVFxfHyJEjGTNmDOPHG18O8+fPJzExkVGjRgEMFpFA13NEZKCZQfWwy9hbIlIgImmt5raZiWUee8zMnjogIrNcxmebYxki8iiaXsGM5AhynruGX1ybDMD+ExUk/mIlP1yy45zUYbkyKRyAnJNVWNxEB032YjpjeYgANojILmAL8LFSaqWIzBWRXGAy8LGIOL+8RSQHeB64U0RyRSTZPPR/wBtABpAJrDDHnwNSReQQMMPcB6NFb5Y5/y/m+SilioFfA1vNn1+ZY5oeYFRsIEvnTeGqkVEsWnmAe/+67awDC6WXFYkCo9ZDfwmYXLduHTt37mTbtm0ApKamkpaWxu7du8EIdn6s1SnP0/x+dbCYtgOV28zEMj8HbgJGmOe9IiIWEbEAL2O4RZOBm10+MzS9gHumxJP97NXcMnEgAP/bdYyEx5fzp08Odet1wv08GTMgkC8OFZIQ6kO6tjz0Wk7b20IplQWMbmP8QwwXRlvnxLUzvg1IaWO8CJjexrgCHmhnrbeAtzq4dc15xNfDyks3X8TYgUH8etk+PtqZx00TBp7xer3VbdEfLA9tMXPmTNfdKlxcjCJyA5BtjjtRSq0XkbjWayml0s3zWh+aA7yvlKoDskUkg2YXaIb5WYOIvG/O3XfGL0jT7YgIz8wdyYLrRnDrG5vYmlPC79cc5PdrDvKnmy/iutHR3XKd1OQIfrvqABPig7XloRejK0xqug0R4e5L4/D3tLI7r+ys1rK49T63RXSgF8dKa8gt6T19Ac4EEWHmzJmMGzeO119/va0poZhWBhHxBX4G/LIbLn1W2VOa3oHN6sY/77+EnU+mEuhtdLX94ZIdxD36MV8fLjnr9R0N7fJKasgtqen2YGxN96DFg6ZbERFSYgJIO0vxIL2wSNQtEwfSaFd8tPNYT9/KWbFhwwa2b9/OihUrePnll1m/vtm7sHDhQjCynd4zhxYALyilKs/7jbZCp173LgK9bex8cibrHr7cOfaNP3911o23hob7MjDYm7zSGgAO6noPvRItHjTdTkpMAPuPV1DfeOaFGnxsVspre1daZGyQNxcNDOTj3cdPP7kXExNjPNSHh4czd+5ctmzZAsDixYtZtmwZQLZqzpOdCCwy45geAh4XkXlneOmzyp7Sqde9k/hQH3Keu4Z/3DvJOTZ10TouXnhmjbdEhBlJEc79dC0eeiVaPGi6nTBfD+qb7FTVnfmX/8Bg717VNtjBNSOj2He8nJyTfTP/vKqqioqKCuf26tWrSUlJYeXKlSxatIilS5cCOFWfUmqqUirOjGN6EXhGKfVSW2t3gqXATSLiISLxGGXnt2AEPQ8VkXgRsWEEVS4909eo6RkmJoS0aLxVWGE03vruG5u73HjL4boA2K/bc/dKtHjQdDvZRVUEeLk7/aFnwsAQb3JLqntdhbmrRkYB8PGevml9yM/PZ8qUKYwePZoJEyZwzTXXMHv2bObNm0dFRQWpqakAySLy6unWEpElwEZguJlVdY853mYmllJqL/ABRiDkSuABpVSTUqoRmIeRbp0OfGDO1fRBWjfe2pBxssuNt8bHBRHgZXx+6DLVvRPpbVX8zhXjx49XjrQ0zbnlptc3Ut9o5z//d+kZr7FkyxEe+88evnjkCgYEe3fj3Z09N7z8JXalWDpvyukn90FE5GuXBni9Ev1+7hs02RUPvLedlXtPOMeeviGF704adNpzH3p/B//deQxPdzf2/XI2bm6nZO9oOsG5ej9ry4Om28kqrCIhzPes1hhkCoYjvdB1MWVIKHuPlfebmg8azbmircZbPzcbb31+mt44M0zXRW2DndySmnN+r5quocWDplupqG2goKKOrMJK7l68lSc+3NNlfycYbgvoneJhzIBAmuyKPWeZUeKgsKKOw0VVlFTV09jbuoFpNN1AW4237nhrS4eNt6YNaw6KTdf1Hnodpy0SpdF0hUozSHL7kVLiQ334dH8BNQ1N/P5bo9sqGtQuUQFeuFuEw0W9UDwMNCo37zpayoT44LNaq7Cijit/9xkVLsGlvh5W/D2t+Hu54+/pjr+XO7FBXnxrfCwjogPO6noaTU/iaLy191gZ1/xxA2A03rK6CRsfm06Yn4dzrp+nO+MHBbHtcAn7j1cwa0RkT922pg20eNB0K1EBXnz602mE+HoQ4OXOi2sP8uLaQ0QHePHwrOGdXsfiJgwI8uZIce/Lagj19SA2yIudR0vPeq1XPsuguqGJX88ZQaNdUVbTQHlNI+W1DZTXNFBe28Cx0ho2ZBSy+KscLhoYyBXDw5k8OITRsYHYrNp4qOl7OBpvrd2Xz/fe3UajXXHxwrUkRvrx3wcuxdPdAsD1Y6LZdriE5XuO86MZQ3v4rjWuaPGg6XZc4x1+NH0oJ8pqeWldBlGBntw68fSBUg4Ghnj3SssDwOgBgew8cvbiYfXefFKTIrhtclyH88qqG/jn10f57848Xlh7kOfXGL02JiUEc/vkOKYNC9MBZZo+h6Px1psbsvn1sn3OxlvXj47mxe+MYXpSBE9+tJcD+TrjorehxYPmnCIiPH1DCvnltfziv2mE+3m2yOHuiEHB3nydU4JSqksuj/PBhLhgPt59nIyCSoaEn1lwaEFFLXmlNdx1adxp5wZ4u/O9qQl8b2oCpdX1bMoqZmPmSVbtzeeuxVuJDvAk3N+Tq1IiuW/a4DO6H42mp7hnSjx3XxrHE/9N4++bj7B01zGW7jrGT1OHOedU1zfibdNfWb0FbfPUnHOsFjdeumUsKTEB/HDJdrYf6Vz9+4EhPlTUNVJS3ftq2zv8r8vPot7D7qNGwKW7xY1nl6fzp08O8a+vc6mu77i4VqC3jdkpkfxyTgrrH7mCF74zmosGBVHXaOfZFft1MyHNeaehyU5aXhlfHy5h59FS9uSWsfdYGftPlHMov4LMwkpyTlZxtLiavNIaTpTVUlBRS3FVPWXVDVTUNlDT0MST1yaz71ezGDcoCIDfrznovMYXh0721MvTtIGu86A5b5ysrOPGV76iur6RNT+eRpCPrcP5a/bl8/13t/HfBy5lzIDA83SXneebf/6KyrpGVj502SnHmuyKP316iIP5FQR4uTuDHwO83J37b27IZn0H6WpXJoYzPSmcAC93BgR5Myo2oEMLTElVPVMXrWPasDBevnXsGb8uXedBczoamuzszi1jU1YRm7KK2JZTQk1D301dvm50NH+6+aKevo1zwrl6P2sbkOa8EerrwWu3jeO6P23g2RXpLPrmKZ3eWzDITNc8XFTVK8XD1SOj+NWyfWQWVjLYJc6joKKWn3+Yxup9+cSH+lBZ10hZTUOXe318ur+AT/cXtBgbFuFLYqQ/wyJ8uSIxnKRIf2esQ5CPjTsuGcQrn2VyKL+CoRF+Z/8iNRoMsbAnzyEWitmWU+xsT58Y6cd3Lh7AxXHB+HpasdsVjXZFk11hVy1/N29Dk1I0NNrJOlnJrqNl3Zb6fCbs6KQ1VNOMFg+a80pSlD/fm5rAq59ncuPYWCYlhLQ7d6CjUFQvDZq8amQkv1q2j79uPMykhGC+yixiY2YRhwoqEYEF1yVz56Xxzvm1DU2U1zRQZv5889WNWNwEAe68JI4rk8L5NL2AETH+XBwXzJp9+bz2eRYnymudaxzMr+RgvtHg8nerDZPuiGh/pidF4O9p5c0N2SgFxVX15/VvoelfNDrFQrFpWSimyhQLwyP8+NY44707IT6YEF+P06xm0GRXZJ+sZE9eGWl55ezJK2PfsXJnerfN6kZSpB8pMQGMjAkgJSaAYRF+rN53gnl/39Hh2q/dNk6ncp5ntHjQnHd+NH0oH+85xuMf7mHFj6biYbW0Oc/T3UKEvweHe2GhKDAK3wAs/iqHxV/l4G2zcHFcMNePjiZ1RASDgn34dH8+6ccrmJ4UTmKkPzaLGycr67G4CTGBXoT5ebDzaCmDw325ZHAolwwOda5/16Xx3GWKD7tdUVnfyKH8Co4UV7Mxs4gPtuUCsPdYOXuPtYxz+P672/jmuAF8a3ws0YFe+HlYdTaGpl0am+ykHStnU5YhgF3FwrAIX75hioWJnRQLTXZFZmEle3LLSDtWRlpeGXuPlTutFR5WN5Kj/Zl7UYxTKAyN8MXdcmoYXluVXG+fPIi8kho+MS1z9/31a8Do8Pn6beO01e08oGMeND3CZwcKuPPtrTw0YygPzRjW7rxvv7aRmvom/vfD3tFHoqa+iS05xWzMLOKf245SZD7hDw7zYcqQUDZknCSzsAp3i/FF3dDU/P4aFRvAsdIaTlY2WwVunTiQf2/PZe5FsTx748gu3YtSitySGvafqGBPbil5pbUkhPng6W5hx5ESVu094bx+qK+NJd+f1KkPVR3z0P9pbLKz1yEWzJgFhwVgaLgvkxJCDLGQEEzoacRCY5OdDFMo7D3WbFFwxEB4uVtIjvYnJdrfsCrEBjAkzBdrG0KhLf66MYdffGT0Sfv0p9O48vefA7Bwbgq3ThzE3mNlfO+dbRwvq21x3tUjI3n2xlHOBlsXKjrmQdOvuHx4ONeNjuaVdZlcOyq63XTHGUnhPLN8PxkFFQwJ77mnicYmO3/fcoTn1xyktLoBq5sweXAID80Yyjf+vJHMwioyC6uYOjSU60ZHU9tgxDdcOiSEYRF+fLQzj2W7j3PJ4FAuHx5GkLeNirpGpg4Jxa4U/9meyyOzhp82iNQVEWFAsDcDgr3bSH+Np6CilvUHT1JaXc+rn2cy7+87+GhecwEezYVDY5OdfcfL2ZhpBDhudRELQ8J9ueGiaCYnhDIhPrhFlcfWNDTZOZRfSVqeEaOQdqyM9OPlzv/v3jYLI6L9uWnCAFKiDaEwOMwXy1lYvVwDMRPCfPnogUuZ8/KXPPFhGqG+HswaEclGs+z10l3HeHCJ4eJYvucEy/cYDbkenjmMH1w+5KzuQ9MSbXnQ9BgFFbWkPr+euBBv/nn/JW1WSzxZWcekZz7hrkvjeOKa5PN6f9X1jew4Usrm7GJW7DnOoYJKLhkcwn3TBnNxXBDbD5fy5EdpZJ1sroKZEuPPD6YNYXZKZKc/qA6cqGDWi+uZP2s4D5htjLubzw8WcsdbW7jzkjgWXD+iw7na8tD3abIr9h5rDnDcml3sLIE+OMyHSQkhTB4cwsT4kHbFQn2jnYP5FS5CoZz04+XOwF8fm4URzvgEf0bGBBAfenZCoS3+sPYQL6w14ntynrsGaLZcAnxw3+RTysQ3NNl5fs1B/vxZ5inrvXXneK5M7Fytmf6Atjxo+h3hfp48d+NIfvDedn6/5gCPXZV0ypxQXw9SkyP49/Y85s9KPKflmGsbmtiaU8yGQyfZnF1MWl4ZjXaFm8DImABeu20cM5MjyC+vY/6/dvPx7uMMCvHmnbsnMCkhmA+35/Ha+iwe+Pt24kK8uW/aYOZeFIOnu4UjRdUs23OMqrpGArzcmTIkjORofwCGR/oxbVgYf/kii+9OHESAd/ebWS8bGkp8qA/7jpcTFxeHn58fFosFq9XKtm3bmD9/Pv/73/+w2WwAg0UkUCnlLKEpIgOBfcACpdTvzLG3gGuBAqVUisvcYOAfQByQA3xbKVUiRp7pH4CrgWrgTqXUdvOcO4Cfm0s8rZR6p9v/CP2YJrtin+mG2JRVxBYXsZAQ5sP1Y6KdbohwP89Tzq9rbOLgCSOY0QhoLOPAiQrqzUZtfh5WRsT4c8fkQaSYMQrxIT7nJY6mrRTQy4eH8/tvjean/9zFt1/byKqHLmN4ZLNl0t3ixs9mJ/Kz2YmcrKzjpx/scnbxvHuxITqHhvvy6m3jWmRKaTqPtjxoepzH/rOHJVuO8M7dE1p00nOw7kABd729lVduHcvVI6O67bpKKfafqOCLQ4V8cegkW7KLqWu0424RxgwI5OK4YCbEBzNuUBB+nu402RVvbcjmxbUHabArHrh8CPdNS2jhBmiyK1bvPcErn2U6U8+8bRZnoJjFTWiyG++5acPC+MHlg5kYH0z68Qqu+dMXfG9K/DmxsOw4UsLcV77imbkjefw7l7Ft2zZCQ5uDM1evXs2VV16J1WpFRE4A7yqlfuY4LiL/AhSw2UU8XAZUmnNdxcMioFgp9ZyIPAoEKaV+JiJXAz/EEA8TgT8opSaaYmMbMN68xtfAOKVUu/lzF/r7ucmuSD/eLBY2ZxdTUdssFhwxC5Pigwn3bykWahuaOHCiwikS9uSVcTC/whkf4+9pbZHxkBITwKBg7x4LuP3l//by9pc5QLPlwcGrn2fy3Ir9AHz56JXEBHp1uNbu3FLueWcbhRV1LcbnjInm6RtS8PPsf/ER2vKg6bc8eW0y2w+X8ON/7GT5g1OJDGj5YXfZ0DCiAjx5ce1B0o+XE+htI8jbnUBvd3PbRqBZeKkjk+n+E+X8btUBjpfV4u/pTkZhpfNDZGi4L7dOHMTUYaFMjA8+pQxucVU9Dy7ZwYaMk1yZGM6C60Y424a7YnETrhoZxeyUSCNq/XAJZTUNhPp6cP2YaKIDPCmuquf9rUd5+8tsbnp9E2MGBHL/tMHceFEs73x1mNsmxTnXttsVpTUNBLeKhcgrreFvmw7j5W5xduAM8fXgksEhzoj16vpGPKwWiqrq+OMnh/C2Wbh+TDSPt/G3mTlzputuFRDr2BGRG4Bsc9yJUmq9iMS1sdwc4HJz+x3gM+Bn5vi7ynhi2SQigSISZc5do5QqNq+3BpgNLGlj7QuSDsVCqA/XjopmUkIwkxJCiHARC7UNTew4UuIUCXvyjIqPjaaADfByZ2RMAPdMSXC6HwYGe/eqcvC1HRSfun/aYE6U1bL4qxwufe5Tdj6ZSqB3+3FDo2ID2frEDAD+sz2Xn3ywC4CPdh7jo53HAHj0qkTunZqgs5NOg7Y8aHoFGQUVXP/Sl6REB/D37088JRL7r5sO8/zqA5TVNGBv57+siPFhGOjl7hQYQd42ArzdKa9p5MMdufh5ujNuUBBlNQ3EBHoxdWgoU4eGnSJYXPn8YCGP/Xs3J6vq+fWcEXx7/IBu+XCtbWjin1/n8pf1WRwprsbD6kad6U/+9vhY3ET4dH8BxVX1rP3JNOJCfZznPvKvXc5UTVci/T2ZnRLJ5uxi0o+XO/8uSsGPZwzjRzOGEh8fT1BQECLCfffdx7333tvq7yhlwDyl1N9ExBdYA6QCDwOVDsuDOTcOWNbK8lCqlAo0twUoUUoFisgy4Dml1Abz2CcYouJywFMp9bQ5/gugxvU65vi9wL0AAwcOHHf48OEu/b37Ena7Iv1EudnDpIgt2UWUm2IhPtTHKRQmxoc4/+/W1Dex73h5c4xCXhmHCiqdlq4gb3enRcFhVYgN8upVQqEtHnp/B/81v9hbWx4c3PvuNlbvywcg/Vez8bJ1Pii4rrGJ3648wBsbsk851p41tC+hLQ+afs2QcD8Wzk3hx//YxQtrDzJ/VmKL47dNGsRtkwZhtyvKaxsorW6gpLqe0uoGSmvqKalqoLS6ntKaBkqqje2TlfUcKqiktNqo7nj75DgemjEUNzdh/cHCDoPF7HbFjqOlvLsxh492HiMhzId/fncyo7ux0qWnu4XbJg3i5osHsCLtBP/enstnBwy/7AfbcvH1sHJxXBDrDhTyRcZJp3gor23gf7uOc9PFA/j1DSlU1DZSXtPAoYJK3v4ym3c25jBuYBA/SR1Gk10hAnPGxBBvnr9hwwZiYmIoKCggNTWVxMRELrvMKLG9cOFCMFwH75m3uQB4QSlVeSZfMkopJSLd8oSilHodeB2Mh4HuWLO3YLcbLrSNLjELZTVGT5e4EG+uHhnldEVEBnhSVdfIvuPlrEg77hQKGQWVTmEd4mMjJSaAGUkRzvTI6ADPXi8U2qIzZa9fv308V//hC/YdLyfpyZVkLLyq06mgHlYLP782mZ9fm0xBeS0P/WMnX2UWAXDHW1sAo7jdq98dy6AQn46WuqDQ4kHTa5h7USybs4p5eV0mF8cFc/nw8FPmuLkJgd42Ar1txNH5N7KjM+fmrCJ+8sEu8kprcLcIV6VEkRTlb7hATLfH+kOFrN6bT0FFHTaLGw9OH8oDVwxut5jV2WK1uHHd6GiuGx0NwItrD/Li2kNcNDCQ+6YNZv+JCjZlFXHbJKOd+Uc7j1HT0MTNEwbibnEj2MdGsI+NuFAfUpMjaGiyt1lsx0FMTAwA4eHhzJ07ly1btnDZZZexePFili1bBpCtmk2SE4FvmnEMgYBdRGqVUi918JLyRSRKKXXcdEs4amznAQNc5sWaY3k0uzkc45+d7u/Wl7HbFQfyK5ypk5tdxMKgEG9mj4hk0mDDuuDn6c5eM9vhNyv3syevjMzCShz/QqG+HoyM8Wf2iEinUIj075tCoS1qGjpX1n35j6Yy4smVVNU3MeSJFWQ/e3WX/wbh/p78/fuTANh+pIS7F2+ltLqB9OPlTPvtZwB8Y2wsv5ozwlkk7kKlU24LEckBKoAmoFEpNV5EvoXxVJIETFBKbXOZ/xhwjzn/QaXUqvbWMcfPeXS2dlv0DWobmrjh5S8pqKjj4wenEBXQcQBURzQ22fnbpsMUVzfgJob7YceRUgaFePPYVUlsyiri39tznb5jB17uFi4fHsasEZFckRh+3ovM2O2KNzZk8fr6LE5W1uMmEOxjc/pqr/7jBtwElv1wSpc/HKuqqrDb7fj5+VFVVUVqaipPPvkkAD/5yU/4/PPPCQ8Pb9PMKSIL6Jzb4rdAkUvAZLBS6hERuQaYR3PA5B+VUhPM9//XgKOb13aMgMni9l5HX3s/O8SCa8xCqdktdmCwN5MSgpk8OIQR0QEUVdaTZtZQ2JNXRvbJKqdQCPfzcLocRppCIcK/fZdbf+Dbr25kS47xX6E9t4UDpRTxjy137p9ufmdQSvHPr3N55F+7Tzn282uSuGdKfK8WaufKbdEV8TBeKXXSZSwJsAOvAQ87xIOIJGMEOk0AooG1wDClVFNb65jn6OhsjZPMwkqu+9MGRkT7s+T7kzptfnSlpr6JHy7Zwdr0fOdYSow/V6VEceclcc6nBqUUtQ12SmsMF0h1fSPJUQFd8pmeK3JOVvHdNzeTW1IDwIPTh1LX0MRr67P49ZwR3DY5rstrZmVlMXfuXAAaGxu55ZZbeOKJJxgyZAh1dXWEhISwa9euGozAxvtdz20tHkRkCYbFIBTIB55SSr0pIiHAB8BA4DDGw0Cx+TDwEkYwZDVwl8vnxt3gjOVcqJR6u6PX0dvfz3a74mBBBZsyjToLm7OLnK3lBwR7MSk+hBHR/vh6ulNUWUfaMSNWIdulZkhUgCcjoh0iwZ+U6IBTMicuBK770wZn5lJnxIDdrkh43BAQsUFebPjZld12L7UNTTy3Yj+Lv8ppMW51E965ewKXDglt+8QepNeJB5djn9FSPDwGoJR61txfhZEbvrED8XAAuNzFzPmZUmq4iLxmbi9xnef4UUrdZ463mNcWvf3DRtOSj3bm8aP3d3LjRTE8dnVSh1Xv2uK5Fft5bX0mC64bwXcnDaK2oemszYxKKY4UV7P+0ElW7z3B9sMleHtYnW22g7zduWxYGHMvisFmdWNrdgn55bX4e7lTXtPAZwcLySqs5OqRUcy9KIaMgkq+zDyJEufmjwAAIABJREFU3a6Mdt3e7vh6WMkoqOSrzCJ25ZailGEJae33XXzXxW26dboDXSSq69jtikMFlS0sC47mZLFBXiRF+ePnYcXHw0pxtWFZOOzS8C0m0IsR0UahpZTYAFKiA7r8f76/MvOFz53N4DprSahrbGL4z1cCRpXX9743qdvv63hZDT9astNpFXEwKjaAl28Zy4DgU7OxeoKeDphUwGoz8Ok1M3CpPWKATS77ueZYR+tEKKWOm9snAEf5rxjgaBtrtTfeglbR2R2+QE3vYs6YGA7mV/DnzzJZkXaCWyYO5PtTEzrMinAlLa+MUTEB3HFJHMBZCQelFG98kc3ir3LIKzWsAPGhPtw4NpZGu53SaqNLZtbJKtamF/CbFftR4Kzt4CDU14MBwV78dtUBfrvqAAA2ixsWN2khDqxuwugBgfxo+lBnoKOjMdZD7+/k0/0FFLTKU9ecX5RqFgsbM1uKBR+bBV9PKwlhPvh6WCmprmfNvmYLWGyQFyNjAvj2+AFGHYVo/053prwQ6UzAZGs8rBb2LJjJyAWr+TKjiEf+tYtF3xzdrfcVFeDFB/dPBmBrTjF3v72VirpGdueWMXXROgBuungAT16XfErqd3+gs69oilIqT0TCgTX/z955x2dRZf//fZIAofcgJEDovQhZQAUWRCKKK/JdC2JBUVEUXXWxr4oFXV1/6rq4KvaOgLCyKm0VRaSEAKG3SOgtdAgt5fz+mPuEh5gKCc+T5Lxfr+eVmTP33jkzeWaez5x75x4RWaOqs89gf3m2Y6OzDR8PXdqSP3eKYsyPiXw0dyOfzNvI/50fxV29mmS+OZATG/em0Llh9bP2QVX5fzPWMWZWIhc1rcldf2zMBU1q0aR2xWz7ORO2HOCrhZsJCwmhV4vaNKldiUPHUykTGkKLOpUJCRESdx9h5qpdtDyvMt0a16R82VBOpKVnvjURUSWcSlnETkiIUCW8TGaa8iNZxmkYRYuqkrj7SObbEAs27MtMipaVlJPpLiPlCRrUqED7yGpc36WBF1WoV7VA+UsMOHYyfwMms1I5vAxxT/Shy+gfGB+/lfOqhPNgbItC9s7jD9E1WP7MpagqX8Rt5onJKwAYt3AL4xZ6z7nPDmjDTd0aBvX4iIKQL/Ggqtvc390iMhlvPENO4iGnEdW5tWOjs41saVy7Eq9e15EH+jZn7OwNjI/fwvhFW7i8bV2G92pC28iqv6tzIi2d7QeO8edOUdm0mD/S0jNYsuUAE+K3MD5+K9d3qc/oq9rlOXFMx/rV6JjH65xNIyr9LhFYubBQylUKzTODYeVw75LNOsjTKFxUvZTS89yYhfkb9uYoFnxE16xw+syM9aoWyVTjpY3cJonKi4jK4cwa2Yver/zEGz8mElElnBvdW0tFgYhwQ9eG3NC1IcdOpvP8d6v4fMFmAJ76ZiVPfbOS8DIhfHxrF7o2rllkfpwL8hQPIlIRCFHVw245Fng2lypTgC9E5FW8AZPNgLg82pkCDAH+7v5+42cfISLj8AZMHnQCYzrwgoj4Hi1jgcfyfdRGsaN+jQo8d1Vb7uvTjA9+TeKzeZv4bvkOejavzd1uimefot+y7ygZCtG1Ct7nqKpMWbqd575dzZ4jJwgNEW69KJon+7cOihnn+revy79+TKRPq6IZ71BayRQLTigs2LD3tNTpWWlcq2KmUGgTWYU29aqW+tTPRcWZdFv406hWxcxMnH/7j5eJs1/b8wrJu5wpXzaU0QPbMXpgO7YdOMaILxazZPMBjqdmcN1Yr2e/U4NqjBnciXp5TKsdjOQ5YFJEGgOT3WoY8IWqjhaRgcC/gNrAASBBVS91dZ4AhgJpwP2qOjWndlz5Uj862ygYh46n8um8TXz4axJ7jpykfVRVbuveiMvb1eWntcnc8Uk8k+++kPMb5L/r4vDxVO79cgk/rU2mY/1qDOvZmIua1ip1PwqlYcCkJxZSMgc4zt+wjz1Hfj+ORMQTCv55HtrUq1IicyAEK9GPfgdAmVBh/ejLz7gdX2ZZyD4T57li/oa93PJhXGYacx83dmvA3/q3Pi1XTmEQ0LctSgImHkomx1PTmbhoKx/8msSG5BTqVg0nNT2DPUdO5jnPvT+qyn3jEvh++Q6e7N+Kmy6ILvTUwsWFkigeVJUNe1IyhcL8DXt/lxwpRKBJ7UqnCYXW9ar8bvyJcW7xiYfK4WEsH3XpWbU1eclWHvjKy2eRNRPnuUZV+WTeJp6esvJ3214Y2I7ruxTONPgmHs4SEw/Fg4wMZdm2g5QJFRrXqpTv+RYyMpSf1u3mvV+SMqeWHd6rCQ1qVCCqenkubFIrVzEwIX4LD01cxsjY5oy4uFmhHEtxpSSIB1UlaU+KlxvCRRf8xUKIQLOIyq7roQrtoqrSqm6VEjkqvrjjEw+1KpUj/m+XnHV77/z8Gy8WIBPnueDoyTSembKKr+K3nGavXC6MD2/9AzHRZx4lMfFwlph4KB78sj6Zm973QovVK5RhWM8m9GhWi9qVy+V7Jr12o6b/bkBhZLXyXPeH+kTXqugSZ5XhvKrhRFQOz5yUqn1UVT6/vVupjTj4KAni4YsFm3l88nLAy3TaLKJS5oyMbSOr0uq8KkExEZiRNz7xUL9GeX55uHAmfPJP873kyb5B9QbMln1HueeLxSzbevA0e5dGNXhj0Pn5fl3dR6DneTCMc0K0SzxzRfu6HDmRxkvT1vCSN9cLvVrU5o4ejYmqXp5qFcpSJTzsd2G9tPQMKpUL45JWdXhhYDsOHDtJwuYDfDxvI6/OXHda2dAQ4dt7uzNywlLKhoXw+nXnl3rhUFL4Y4vavPTndrQ4rwotz6tc6P3IxrmnfCH+D5/+Uxt2HDjOtJU7Of+5max9vl+R5a4pKPVrVGDKiO4AzFm/h1s+jCMtQ4lL2ke3F38A4JYLo3n0spYB/V6beDCCiqjq5YmsVp4MVT66tQtrdx5m094U1uw8zAe/JnHDewsyy4aGiJeC26XerlQujKVbD3DgaCrN61SmfNlQypctT9125bmsXV32pZxk75ETHDiWyu5DJ7hv3BIGjPmVk+kZjL2pc4EVvRG8eJEmmxiuJNDyvMqs2XmYfm0K9w2Jt2/qzBX/+oUV2w6xdMvBgA2gzI3uzWqR+MLlZGQoH/yaxPPfrQbgo7kb+WjuRt4fEkOfVnXyaKVoMPFgBBUiQtfGNfhpbTKqSovzKtPivMrEtjmPod0bEZe0l30u/XZmSm6XnnvPkRNc3CKC2DZ1sr2gfNknfczfsJd1uw5zT++m9Gxe+1wepmEY+aRNvaqs2Xm4SKZ7/vbeHhw5kRb0g2JDQoTbezTm9h6NOXIijae+WcGkxdvynBemKAnuM2aUSro1rsmkxdtYtvUgHfwmXKpULoyLWxaeyn7uqrZ5FzIMI6CkZXivNOaWZv5sCHbhkJVK5cJ49dqOvHptx4D6UbzOmlEq6NW8NlXCw7j5gzj+OajjWSeAOnQ8lZHjl7Jp71GqViiTOWCyeoWymcmoPp23ifOqhvPpbV0L6SgMwygM0tK9Qf1hoTYeKZgoGilnGGdBRJVw/ntvd+pWDefWjxbyxg/rycg4s7eCDh5L5ab3FvDjmt3Ur1EBAS8z5ro9fDxvIy9PW8tT36xk/e4j/LJ+D6Xh7aPo6GjatWtHx44diYnxBmE/9NBDtGzZkvbt2wM0EZHT5tgWkQYickRERvrZ+onIWhFJFJFH/ewXi8hiEVkhIh+LSJizi4i84covE5FOfnWGiMh69xlSxKfAKEb4Ig9hNpg5qLDIgxGUNKxZkcl3X8Tjk5fz6sx1JGw5wKvXdsj3pE8Aq3ccYuSEpV52zhs707f177s8jqemc+BoKl8v3so/pq/lyIm0UjF74KxZs6hVq1bmet++fXnxxRcJCwtDRI7jTff+iF+VV4GpvhURCQXeBPriZbVdKCJTgDXAx0AfVV0nIs/iTTn/PnAZ3nT1zfCmm38L6CoiNYCngRi8zLuLRGSKqu4vmqM3ihOZkYcQe9YNJuy/YQQt5cuG8uq1HXh2QBtmr0vmwr//yJP/WUHi7sO51ttz5ASPTVpO/zd+YfuBY4y9OSZb4QAQXiaU86qGZ04UU1pTXcfGxhIWlvkskYKXbA4AEbkKSAL8p8LrAiSq6gZVPQmMAwYANYGTqup7L3Ym8Ge3PAD4RD3mA9VcIrxLgZmqus8Jhpl4U9IbBqkZ1m0RjFjkwQhqRISbL4jmD9E1eO+XJL5auIVP52+iW+Ma3NitIbGtz6NsmKeBT6Zl8PHcjbzxw3qOpaZzy4WN+EufZvnKbFi7sjdqOfnwCZrUrpRH6eKNiBAbG4uIcOeddzJs2LCsRWrhogwiUgkvAtEXGOlXJhLwnw5vK140YQ8QJiIxLg/N1ZzKjJtdnchc7Fn9HgYMA2jQwF7DLC2kpRftgEnjzDDxYBQLWtWtwv+7tgOPX96S8fFb+XzBJkZ8sYTalcvxp/b12H7gGAuS9rL/aCq9W9Tmif6tf5f2OjfCy5wSICWdOXPmEBkZye7du+nbty8tW7akZ8+eAIwePRq8roPPXfFRwGuqeiQ/8+yrqorIIOA1ESkHzADOLi3iqbbHAmPBm2GyMNo0gp9T3RYWeQgmTDwYxYqalcoxvFcThvVszM/rdvPZ/M18ODeJyGrl6dOqDld2qHdGczb4+lN9g7NKMpGR3kN9REQEAwcOJC4ujp49e/LRRx/x7bffAiTpqZGjXYGrReRloBqQ4cZELOJURAG8bo5tAKo6D+gBICKxQHNXZlsOdbYBvbLYfyqUgzWKPam+AZMWeQgqTDwYxZLQEOHilnW4uGUdjqemn/U0rb7+1NT0kv1Am5KSQkZGBpUrVyYlJYUZM2bw1FNPMW3aNF5++WV+/vlnIiIiMhWUqvbwLYvIKOCIqo5xb1A0E5FGeD/+g4DBrlyEqu52kYdHgNGuiSnACBEZhydKDqrqDhGZDrwgIr786bF4AzYNIzPyUMbGPAQVJh6MYk9hzO/u609NK+HiYdeuXQwcOBCAtLQ0Bg8eTL9+/WjatCknTpygb9++AK1F5G1VvSundlQ1TURGANOBUOADVfUNqHxIRK7AG5D9lqr+6OzfA5cDicBR4FbX1j4ReQ5Y6Mo9q6r7CvO4jeJLmhswaXlnggsTD4bBqf7Ukt5t0bhxY5YuXfo7e2JiYuayiKzKTjio6qgs69/jCYKs5R4CHsrGrsA92fmlqh8AH+R5AEapwwZMBif23zAMTt2YSnq3hWEUN3yRBxswGVyYeDAMTo158D3lGIYRHKRa5CEosf+GYXDqbYvUM5wG2zCMosFyWwQnJh4Mg1MjuS3yYBjBxancFvZzFUzYf8MwOPUOeUl/28Iwihup9qpmUGLiwTA4NRgrtYS/bWEYxY10e1UzKDHxYBiUnnkeDKO4YQMmgxP7bxgG3lONyKkblWEYwYG9qhmcmHgwDEeZkBCb58EwggzrtghOTDwYhiMsVOxtC8MIUvKT1dU4d+RLPIjIRhFZLiIJIhLvbNeIyEoRyRCRmCzlHxORRBFZKyKX+tn7OVuiiDzqZ28kIguc/SsRKevs5dx6otsendc+DONMCQuRzBCpYRiGkTMFiTz0VtWOquoTCiuA/wNm+xcSkdZ4GfbaAP2Af4tIqIiEAm8ClwGtgetdWYCXgNdUtSmwH7jN2W8D9jv7a65cjvsowLEYxu8oExpiYx4MI8hoVKtioF0wsuGME2Op6mrINpQ0ABinqieAJBFJBLq4bYmqusHVGwcMEJHVwMW4dL7Ax8Ao4C3X1ihnnwiMEW+HOe1j3pkej2FMHH4hlcpZrjjDCCZmPNCTlBNpgXbDyEJ+Iw8KzBCRRSIyLI+ykcAWv/WtzpaTvSZwQFXTsthPa8ttP+jK59SWYZwxjWpVpHblcoF2o8iJjo6mXbt2dOzYkZgYL5D40EMP0bJlS9q3bw/QRESq+dcRkQYickRERvrZcuqG7CMii1035xwRaers1g1pFJgyoSFUq1A20G4YWciveOiuqp3wuhzuEZGeRehToSEiw0QkXkTik5OTA+2OYQQNs2bNIiEhgfj4eAD69u3LihUrWLZsGcBx4LEsVV4FpvpW8uiGfAu4QVU7Al8Af3N264Y0jBJCvsSDqm5zf3cDkznVDZEd24D6futRzpaTfS9QTUTCsthPa8ttr+rK59RWVr/HqmqMqsbUrl077wM1jFJKbGwsYWGZXTYpeNcUACJyFZAErPSr0gXXDamqJ4FxeN2J4EUqq7jlqsB2tzwAr1sSvG7IPlm7IVU1CfDv6jQMIwjJUzyISEURqexbBmLxBkvmxBRgkAtRNgKaAXHAQqCZe7OiLN6TxhRVVWAWcLWrPwT4xq+tIW75auBHVz6nfRiGkQciQmxsLJ07d2bs2LHZFamFizKISCXgEeCZLGVy6zq8HfheRLYCNwF/z1rHuiENo3iTn9FhdYDJbmBkGPCFqk4TkYHAv4DawHcikqCql6rqShEZD6wC0oB7VDUdQERGANOBUOADVfU9yTwCjBOR54ElwPvO/j7wqRsQuQ9PcJDbPgzDyJ05c+YQGRnJ7t276du3Ly1btqRnT68ncvTo0eBFDj53xUfhvQl1pADv2T8AXK6qC0TkIbwuj9vP1m833moYQIMGDc62OcMwzoI8xYN7O6JDNvbJeF0Y2dUZDYzOxv498H0O+/hdmFJVjwPXFGQfhmHkTmSk91AfERHBwIEDiYuLo2fPnnz00Ud8++23AEkuwgfQFbhaRF4GqgEZInIcWEQ2XYciUhvooKoLnP0rYJpb9nU3bj3TbkhgLEBMTIxNyGEYAcRmmDSMUkRKSgqHDx/OXJ4xYwZt27Zl2rRpvPzyy0yZMgUgc7ILVe2hqtGqGg28DrygqmPIoRsSb56WqiLS3DXRF1jtlq0b0jBKCHLqAaNkIyLJwKYA7b4WsCdA+86NYPULgte3YPUL8udbWaCpWxa8J/+dQFu8h4k0V+Y9Vb3Lv6KIjAKOqOorbv1yPEHh64Yc7ewDgWfxRMh+YKiqbhCRcOBT4HxcN6TfvC9PAEPd/u9X1ankQg7XczD/b3KjOPpdHH2G0ul3Q1Ut9DcGSo14CCQiEu83M2fQEKx+QfD6Fqx+QXD7di4orsdfHP0ujj6D+V2YWLeFYRiGYRgFwsSDYRiGYRgFwsTDuSHbl+mDgGD1C4LXt2D1C4Lbt3NBcT3+4uh3cfQZzO9Cw8Y8GIZhGIZRICzyYBiGYRhGgTDxYBiGYRhGgTDxkAURqSYiE0VkjYisFpELROQaEVkpIhkiEuNXtq9LU77c/b3Yb1tnZ08UkTdcAiBEpIaIzBSR9e5vdWcXVy5RRJaJSCe/toa48r+JyML8+OZXtyCplBu5VMmJLnVyWWfPTyrl9SLyS359E5H2IjLPbV/u5gAoivP2m4gcFpHt+fh/lhGRj93+V4vIY37bztU5+4dbXyYik8UvNbbkkLa6iHwrNqmxczr+YEBE6ovILBFZ5b5zf3H2An+fA+B7qIgsEZFv3XqBv08B8Dm7+3dxONcPuO/HChH5UkTCg/58q6p9/D54Wf9ud8tl8abkbQW0AH4CYvzKng/Uc8ttgW1+2+KAbngT8UwFLnP2l4FH3fKjwEtu+XJXTly9Bc5eA9jg/n4JJAPV8/LNz4+JwARgpFsPBX4DGrs2lgKt3bbxeBP3ALwNDHfLdwNvu+VBwFduubWrXw74Gtjt2s/rvIUBy/CmMQYvOVJoEZ23L4H73HJEHn4NxsvuCFAB2AhEn+NzFguEubIv+R2nf71Gzp/QIvQtcx+BvibzuF5zPP5g+AB1gU5uuTKwzp3nAn2fA+T7g3gp1b89k+9TgHzO7v4d1OcaLwlcElDe7zzfEuznOyD/4GD94M21n4QbSJrN9p/I5gfabRO8WfPKuRvGGr9t1wPvuOW1QF23XBdY65bfAa73q7PWbb/ebfP5dlq53HwDrgL+gZfcyCceLgCm+5V5zH0EbwazsKzl8JKZXeCWw1w58avr8y2zXG6+uYv2s2zKFfZ5+9D3/8zuvGXj1/XAf90x1sS70dcIxDlz9QYCn/vv02/bdLe/Qvct6z4CfV3mcc1me/yB9isXf7/Bm7K7QN/nAPgZBfwAXAx8eybfpwD4nO39uxica19W2Rru/H0LXBrs59u6LU6nEd6T/YcuXPeeeGnI88OfgcWqegLvy7DVb5t/iuE6qrrDLe/Ey1oKOacl9tl9vv0BeCUv36TgqZRrAgfUS5Wc1ee8Uin7fGsEfJGP89YcUBGZLiKLReRhv/0U5nlLcX59CPwJuD8Pvya6OjuAzcArqrovl30U9TkbikuNncdxFrZvWdsKZoqNzy68fD6wgIJ/n881rwMPcyrPyZl8n841Od2/g/pcq+o24BW8e84OvPO3iCA/3yYeTicM6AS8parn4/2Q5NmHKiJt8ELMdxZkZ+pJx/y+K+vzbSHwWj58G4VLpVwQn84Qn29rgIfI27cwoDtwg/s7UET65HdnBThvIc6vt9znZB5+dQHSgXp4N6K/ikjj/PpVQHI9Z+LlekjjVGpsoxjjxPzXeHk7DvlvK+B9oMgRkSuA3aq6KNC+FJA879/Bdq4B3BiMAXj3nHpARaBfQJ3KByYeTmcrsFVPpROeiPdlzBERicJLTX6zqv7mzNvwwn4+/FMM7xKRuq5uXbw+b1+d7NISZ6Yx5tRT+bZ8+NYVeFlENgL3A4+LyIhc9rMXqCZequSsPmfWkexTKft8K5dP37YCs1V1j6oexUvT3onCP2+VOPX/9IVhc/NrMDBNVVNVdTfwKxCTyz6K5JyJyC3AFcAN7maX13EWtm9Z2wpmgt5nESmDJxw+V9VJzlzQ7/O55CLgSnfvGIfXdfFPCv59OtfkdP8O5nMNcAmQpKrJqpoKTML7HwT1+Tbx4Ieq7gS2iEgLZ+oDrMqpvHgj4b/DG4zzq187O4BDItJNRAS4Ga+vE05PSzwki/1mNwK4G3DQtTMdbxDdCbyQVn9ny9U3LWAqZfcjNQsvVXJ2vvl8/l0qZbzMibvxBoLF5eWb87+diFRwX/4/AquK4Lz1AHaIyB/cOSyfh1+b8W6UuHBnN7zIwDk7ZyLSDy9cfKUTVvi1l13a6kL3LZt9BDM5pQYPCtz3+H1gtaq+6repoN/nc4aqPqaqUe7eMQjv+3EDBf8+nVNyuX8H7bl2bAa6ufuhcMrvoD7f53SARXH4AB2BeLy3Af6D92bDQDxVewLYxamBK3/DC40l+H0i3LYYYAXeSPAxnJrNsybeE/B64H9ADWcX4E1XfjmnD+QbCiTifcmS8uNblmMahRsw6dYvxxsM+BvwhJ+9Md6PRSLeGxrlnD3crSe67Y396jzh2tno2syXb8CNwEp3jl72sxf2edsMHMfrI8zr/1nJHedKvIv3oQCcs0Tnq+/79HY29dbi3kIpQt9O20cwf3I6/mD44HXLqfsf+/6nl5/J9zlA/vfi1NsWBf4+BcDf7O7fQX+u8camrcG7932KF5EM6vNt01MbhmEYhlEgrNvCMAzDMIwCYeLBMAzDMIwCYeLBMAzDMIwCYeLBMAzDMIwCYeLBMAzDMM4AEblXvCRcK0Xk5Wy2Z5sYLUuZv4qIikgtP1svEUlwdX7Ohx9lRWSsiKxz/vz57I8ud8LyLmIYhmEYpRcR6QXcoqq3+Nl6480M2UFVT4hIRDZV04C/qupiEakMLBKRmaq6yrVRH28Oms1+7VYD/g30U9XNObSblSfwZgVtLiIheHkyihSLPBiFiog0E5HjIvKZn+1eEUkSkUMiEi8i3f22PSReGtrDrsxDWdqLdsr9qFPUl5zL4zEMI/M6/F5E9ovIThEZ4zf7oa/Mze4J+nY/W293/R50M1aWJIYDf1cvnxHqzUp7Gqq6Q1UXu+XDwGpOz5/xGt6kcP5zJgwGJqnq5qztisiNIhLnohLviEio2zQUeNGVz1DVPYV1kDlh4sEobN7Em/UPABHpCvwdbya0qniz7U32+9L7ZpKsjjef+wgRGeTX3pfAEryJXp4AJopI7aI+CMMwTuPfeDOi1sWbiOmPeKmhgcz8DI/jTbDmTwrwAV7+lpJGc6CHiCwQkZ/dTLY5IqcnRkNEBgDbVHVpNu1WF5GfRGSRiNzsyrcCrgMuUtWOeHl4bnCRCoDnxEs0OEFE6lDEmHgwCg33o38AbzY3H9HASlVdpN6MZJ8AtYAIAFV9WVUXq2qaqq7Fm4L1Itdec7y56Z9W1WOq+jXeTHBF3p9nGMZpNALGq+px9aaBnga08dv+IvAGXnroTFQ1TlU/BTacM08LEScMEoD38PJ9JLjPpXjd/jXwprF/CBjvppfOrp3TEqOJSAU8sfVUNsXDgM54qQguBZ5098I+zr7Q+dQHbxbKMLzcF3NVtRMwDy9LZ5Fi4sEoFESkCvAs8GCWTVOBUBHp6qINQ/Gm6N2ZTRuCl4/C9/TSBtjgwn0+lnL6TcswjKLndby8JxVEJBK4DE9AICJd8KaVfzuA/hUJqtrVPeXfjpczpqP7TMeb4n6SesThpS+vlbUNyT4xWhM8QbbUdedEAYtF5DzX7nRVTXHdD7OBDnhR2o/9fGihqqPwkmIdxUuoBd7U1bkmdCwMTDwYhcVzwPuqujWL/TDehTMHL5fE08AwzX5e9FF438kP3XolvFz1/hwEKheSz4Zh5I/ZeKL9EN6PWzzwH/dA8G9ghKpmBNC/QPAfoDdkRknLkiXyklNiNFVdrqoReip54Vagk4vqfAN0F5EwF6HoijdW4gfgat8AShGpISIN3b30v3h5SCDvxISFgokH46wRkY54aWVfy2bzbcCteDeesngJsb4VkXpZ2hiBN/ahv28AEnAEqJKlvSp4gsQwjHOAG70/De/JtiLe03V14CW8cQ/LVHV+4DwMGB8AjUVkBV7q8iGqqiJST0S+d2UuAm4CLvbr8rjGivy3AAAgAElEQVQ8t0ZVdTXe+V6Gl/jqPVVd4d7Q+BswQ0SWATPxxqAAPAKMcvabgL8W7qH+HkuMZZw1InI/MJpTP+qVgFA8tTwXSFXVB/zKJwDPq+pEtz4Ur8ujp6pu8CvXHO8Cqu3ruhCR2cAXqlriQqSGEYy4+QeSgWqqetDZrgKex8vs+Ee8qCJ4YwCOAZ+q6gi/Ni7B+xGMPoeuG0WIRR6MwmAsXh9eR/d5G/gOb7DPQqC/iDQWj754o4lXAIjIDcALQF9/4QCgquvwxkc8LSLhIjIQaI/XDWIYxjnA9bsnAcNdKL0aMARP2N8CtOLUtR+Pl176CfCiFiISDpTxViVcRMqe+6MwChubJMo4a1T1KN6AHQBE5AhwXFWTReQTPGHxE16ocytwp6quccWfx3sNc6HfQOXPVPUutzwI+AjYjzeRytWqmlykB2QYRlb+D2/Q5CN4rwj+CDygqgf8C4nISeCQL0IB9ARm+RU5BvzMqf55o5hi3RaGYRiGYRQI67YwDMMwDKNAmHgwDMMwDKNAmHgwDMMwDKNAmHgwDMMwDKNAlJq3LWrVqqXR0dGBdsMwgp5FixbtUdWgTj5m17Nh5I+iup5LjXiIjo4mPj4+0G4YRtAjIpsC7UNe2PVsGPmjqK5n67YwDMMwDKNAmHgwDMMwDKNA5Es8iMhGEVnuknrEO9s/RGSNiCwTkcluylL/Og1E5IiIjPSzPSAiK0VkhYh86aYtRUQaubzpiSLylW/6UhEp59YT3fZov7Yec/a1Lre6YRiGYRjngIJEHnq7HOIxbn0m0FZV2wPrgMeylH8VmOpbcTng7wNiVLUtXuKkQW7zS8BrqtoUbxri25z9NmC/s7/myiEirV3dNkA/4N8uNaxhGIZhGEXMGXdbqOoMVU1zq/OBKN82l3EtCViZpVoYUF5EwoAKwHaX7/xiYKIr8zFwlVse4NZx2/u48gOAcap6QlWT8DK7dTnTYzGM0kR0dDTt2rWjY8eOxMR4zwITJkygTZs2hISEgHdtAiAiNUVklosijvFvR0R+cpE/X6rhCGcvcMRQRPo5W6KIPFqkJ8AwjLMmv+JB8XKILxKRYdlsH4qLMohIJbzkKc+c1oDqNuAVvORGO4CDqjoDLynSAT8hshWIdMuRwBZXPw046Mpn2rOpk4mIDBOReBGJT062XEqG4WPWrFkkJCRkvrHQtm1bJk2aRM+ePbMWPQ48CYzMusFxg4tIdlTV3c5WoIihixq+CVwGtAaud2UNwwhS8vuqZndV3eaeLGaKyBpVnQ0gIk8AacDnruwovC6II35ZEhGR6ngRg0bAAWCCiNwITCuUI8kGVR2Lly6amJgYywBmlFpUlbGzN3DoeGq221u1apVTvRRgjog0LcDuBuDdB8CLGI7JGjEEkkTEP2KY6EvJLiLjXNlVBdjnacxas5u3fv6Nbo1q0K1JTbo2qkloiORd0TCMfJGvyIOLGuCeLCbjLngRuQW4Au/pw/fj3BV4WUQ2AvcDj4vICOASIElVk1U1FZgEXAjsBaq5rgzwuj+2ueVtQH23rzCgqiufac+mjmEYfmRkKE9PWcmLU9dwIjUDESE2NpbOnTszduzYs23+Q9dl8aScelooaMSw0COJIycsJS5pH2/8mMjgdxfw4PgELIOwYRQeeYoHEakoIpV9y0AssEJE+gEPA1eq6lFfeVXtoarRqhqNl//9BVUdg9dd0U1EKribTB9gtRMds4CrXRNDgG/c8hS3jtv+oys/BRjk+lYbAc2AuDM+C4ZRQjmZlsH9XyXwybxNXNM5iscvb8WcOXNYvHgxU6dO5c0332T27Nln2vwNqtoO6OE+NxWa49mgqmNVNUZVY2rXzn3CvAf6NueGrg1Y+nQsd/dqwjcJ2/lsweaidM8wShX56baoA0x2DxVhwBeqOs2FHMvhdWMAzFfVu3JqRFUXiMhEYDFeN8cSXJcC3hiJcSLyvLO/7+zvA5+6fe3DvZ2hqitFZDxeWDMNuEdV0/N/2IZR8jl2Mp3hny/ip7XJXNM5ipf+3J6QECEy0nuoj4iIYODAgcTFxWU31iFP/CKSh0XkC7yI5CecigxuLUDEsFAjiTd2a5i5PDK2Bat2HOK5/66iQ1RV2kdVy6WmYRj5IU/x4PohO2Rjz7MPVFVHZVl/Gng6h3387m0JVT0OXJND26OB0Xn5YBilkYNHUxn68UIWbdrPtTFR/P3/POGQkpJCRkYGlStXJiUlhRkzZvDUU08VuH0nCqqp6h4RKYPXffk/t9kXMZyHX8RQRKYAX4jIq0A9TkUMBWjmoojb8B4SBp/dGThFSIjw2rUd6f/GL9z9+WK+u7cHVSuUKazmDaNUYjNMGkYJY/eh41w3dh6LNu3nupj6mcIBYNeuXXTv3p0OHTrQpUsX+vfvT79+/Zg8eTJRUVHMmzcPvB/y6b723PilV4FbRGSrexOiHDBdRJYBCXg/+u+6Ku8DNV3E8EHgUfAihoAvYjgNFzF04yJGANOB1cB4V7bQqF6xLGNu6MTOg8cZOXGpjX8wjLNESstFFBMTo5ZIxyjpbNqbwk3vx7F531EG/aE+Lwxslykc8ouILPKbDC4oOdPr+f05STz37SqeuLwVd/RsXASeGUZwUVTXs0UeDKOEsHrHIa5+ex6b9x3l+i5nJhxKOkMviqZfm/P4+7Q1zP1tT6DdMYxii4kHwygBxG/cx7XvzCP58Amu71Kf0VeZcMgOEeHla9pTv3p5bnhvAfd+uYTfko8E2i3DKHaYeDCMYs6sNbu58f0FHD6exvVdGphwyIMq4WX4zz0XMfyPTfjfql30ffVn/jp+KZv3Hs27smEYgIkHwyjWfJOwjTs+ied4agaDuzZg9FVtTTjkg2oVyvJwv5b88khvhl7UiG+XbeeS137mu2U7Au2aYRQLTDwYRjHlk3kbuf+rBNIylBu6NuD5ASYcCkqtSuX42xWtmf1wb9pHVmXEl4v58NekQLtlGEGPiQfDKGaoKq//bx1PfbMSVbihawOeM+FwVtSpEs5nt3cltnUdnvnvKl78fjUZGaXjTTTDOBNMPBhGMSIjQxk1ZSWv/289ADd2M+FQWISXCeXfN3Tmpm4NeWf2Bh4cn8DJtIxAu2UYQUl+s2oahhFgUtMzGDlhKd8kbAdOCQf/7LXG2REaIjw7oA3nVQ3nH9PXsv3gcV65ugMNalYItGuGEVRY5MEwigHHTqYz7JP4TOFwU7eGJhyKCBHhnt5Nee26DqzafojY13/mnZ9/Iy3dohCG4cPEg2EEOQePpXLzBwuYtdZLQ31Tt4Y8O6CNCYciZuD5Ucx8sCc9mtXmxalruHLMryzfejDQbhlGUGDiwTCCmN2Hj3PdO/NYuHE/ADdfYMLhXFK3annG3tSZt2/sxJ4jJxjw5hye/3YVx1Mtia9RujHxYBhByua9R7nm7Xms2XkYgCEXNOSZK004nGtEhH5t6zLzwT8yqEsD3puTxNVvz7VJpYxSjYkHwwhC1uw8xJ/fnssm9wN1y4XRjDLhEFCqli/DCwPbMfamzmzee5T+//qFaSt2BtotwwgI+RIPIrJRRJaLSIKIxDvbP0RkjYgsE5HJIlItS50GInJEREa69Rauvu9zSETud9tqiMhMEVnv/lZ3dhGRN0Qk0e2nk1/7Q1z59SIypLBOiGEEmkWb9nHt216eCvCEw9N/am3CIUiIbXMe393Xg0a1KnLXZ4t47ttV9kqnUeooSOSht6p29EvtORNoq6rtgXXAY1nKvwpM9a2o6lpXvyPQGTgKTHabHwV+UNVmwA9uHeAyoJn7DAPeAk9sAE8DXYEuwNM+wWEYxZmf1u7mhvcWcOh4GlA0wiE6Opp27drRsWNHYmK8y3nChAm0adOGkJAQgMz3EkWkpojMcg8CY/zbEZHO7qEi0Yl8cfYS/zBQv0YFJtx1AbdcGM37c5K49p15bLAEW0Yp4oy7LVR1hqqmudX5QJRvm4hcBSQBK3Oo3gf4TVU3ufUBwMdu+WPgKj/7J+oxH6gmInWBS4GZqrpPVffjCZl+Z3oshhEMTFm6nds/9vJUANx6UdFFHGbNmkVCQgLx8fEAtG3blkmTJtGzZ8+sRY8DTwIjs2nmLeAOTgl83zVYKh4GyoWFMurKNrw5uBMbko9w2T9/sVc6jVJDfsWDAjNEZJGIDMtm+1BclEFEKgGPAM/k0t4g4Eu/9Tqq6stIsxOo45YjgS1+5bY6W052wyiWfDp/E38Zt4Q0NyXy0Isa8dQV566rolWrVrRo0eJ3dlVNUdU5eCIiEyfiq6jqfFVV4BNOF/2l5mGgf/u6/O/BP9KzufdK55/fmstaN8jVMEoq+RUP3VW1E96Twz0ikvl4IiJPAGnA5840CnhNVbON4YlIWeBKYEJ2292NqFAmlReRYSISLyLxycnJhdGkYRQqqsobP6znyf+sQN23/rbujXjyilZFJhxEhNjYWDp37szYsWPPtJlIPNHuw1/AF8nDQDBfzxFVwhl7U2f+df35bNl/jCv+9Qtv/LDeohBGiSVf01Or6jb3d7eITMYLLc4WkVuAK4A+7kcfvNDj1SLyMlANyBCR46rq6y+9DFisqrv8drFLROqq6g73JLLb2bcB9f3KRTnbNqBXFvtP2fg9FhgLEBMTY1lujKAiI0N59ttVfDR3Y6bttu6N+Fv/ohMOAHPmzCEyMpLdu3fTt29fWrZsmV13RaGgqioihXLtBfv1LCL8qUM9LmxSk1H/XcWrM9cx97c9vDHofCKqhAfaPcMoVPKMPIhIRRGp7FsGYoEVItIPeBi4UlUzX3hW1R6qGq2q0cDrwAt+wgHgek7vsgCYAvgGSQ0BvvGz3+wGWnUDDronmulArIhUd32jsc5mGMWC1PQM/jph6WnC4fZzIBwAIiO9h/qIiAgGDhxIXFzcmTSzDb9xTpwS9uAeBiCzeyM/DwPZ2YslNSuV41/Xn88r13QgYcsBLn9jDnMT9wTaLcMoVPLTbVEHmCMiS4E44DtVnQaMASoDM92rl2/n1ZATH32BSVk2/R3oKyLrgUvcOsD3wAYgEXgXuBtAVfcBzwEL3edZZzOMoOd4ajp3fbqIyUtO/T7e0aMRT5wD4ZCSksLhw4czl2fMmEHbtm0L3I4T8YdEpJt7y+JmThf9pf5h4OrOUUwZ0Z1qFcpw4/sLeOOH9Zbm2ygxyKnehpJNTEyM+kaWG0agOHgslTs+jidu4z7KhAqp6cqwno157LKW52Rw5IYNGxg4cCAAaWlpDB48mCeeeILJkydz7733kpyczMmTJ9OAH1X1UvDmeQGqAGWBA0Csqq4SkRjgI6A83oDpe103RU1gPNAA2ARcq6r7nMgYgzcY8ihwq6r65o0ZCjzu3Bytqh/mdhzF6XpOOZHGE5OX85+E7fRsXpt3b+5MubDQQLtllBJEZJHfFAuF166JB8M4NyQfPsHNH8SxftdhqpYvw96Uk+dUOOSXorrZFCbF7XpWVT6bv4knv1nJ3b2a8HC/loF2ySglFNX1bNNTG8Y5YMu+o1zz9lyS9hwhqnp59qac5M4gFA5G0SAi3HRBNNfGRPH2z7+xZPP+QLtkGGeFiQfDKGLW7jzMn9+ay76UkzSNqMTGvUe584+NedSEQ6njb1e05rwq4fx1wlLLzGkUa0w8GEYRsmjTfq59Zx4KtKxbhRXbDnHXH5vwaD8TDqWRKuFlePnqDmxITuEf09cG2h3DOGNMPBhGEfHzumRufG8BVcuXoXXdKsQl7WN4ryY80q+FCYdSTPdmtbipW0M++DWJBRv2BtodwzgjTDwYRhHw36Xbuf3jhTSsWYFWdSvz87pkhvdqwsOXmnAw4NHLWtKgRgVGTlxKyom0vCsYRpBh4sEwCpnP5m/ivnFL6BBVjWZ1KjN95S5vhL0JB8NRsVwYr1zTga37j/HKDOu+MIofJh4Mo5BQVcb8uJ6//WcFvZrXpkHNCvx36Xbu6d2Eh0w4GFn4Q3QNBv2hAZ/P38y2A8cC7Y5hFAgTD4ZRCGRkKM9/t5pXZqxjQMd61K5cjkmLtzGid1NGxppwMLJnxMVNUZQ3ZyUG2hXDKBAmHgzjLElNz2DkxKW8PyeJIRc0pHyZUMbHb2VE76b8Nba5CQcjRyKrlWfQHxowIX4LW/YdzbuCYQQJJh4M4yw4nprO8M8WMWnxNu6/pBkn0jIYt3AL915swsHIH3f3boIgFn0wihUmHgzjDDl0PJWbP4jjhzW7eebKNuw8eJxxC7dw38VNebCvCQcjf9StWp7BXRswcdFWNu+16INRPDDxYBhnwJ4jJ7h+7HwWb9rP69d1ZNX2Q55w6NOMB0w4GAVkeK8mhIYI//pxfaBdMYx8YeLBMAqIl6diHr8lH+Hdm2OYm7iXr+KdcLikmQkHo8DUqRLO4K4NmLRkGxv3pATaHcPIExMPhlEA1u06zDVvz2PvkRN8eltXpq7YwVfxW/hLn2bWVWGcFcN7NaFMqPCvH23sgxH8mHgwjHyyZLOXpyJdlS+HdWP8wi2Mj9/KX1xXRXEhOjqadu3a0bFjR2JivEy9EyZMoE2bNoSEhABU8C8vIo+JSKKIrBWRS/3sG0VkuYgkiEi8n72GiMwUkfXub3VnFxF5w7W1TEQ6+dUZ4sqvF5EhRXwKgpKIyuEM7tKQbxK2sd3mfTCCnHyJh+xuEiLyDxFZ424Ck0WkWpY6DUTkiIiM9LNVE5GJrt5qEbnA2e1mYwQ1v6xP5ob3FlAlvAwT7ryAj37dyIRFW7n/kuIlHHzMmjWLhIQE4uO93/y2bdsyadIkevbseVo5EWkNDALaAP2Af4tIqF+R3qraUVVj/GyPAj+oajPgB7cOcBnQzH2GAW+5fdQAnga6Al2Ap333gNLG0O7RKPDhr0mBdsUwcqUgkYesN4mZQFtVbQ+sAx7LUv5VYGoW2z+BaaraEugArHZ2u9kYQct3y3Yw9KOFNKhRgfF3XsCYWYlMWLSVBy5pzv2XFD/hkB2tWrWiRYsW2W0aAIxT1ROqmgQk4l1zuTEA+Ngtfwxc5Wf/RD3mA9VEpC5wKTBTVfep6n68e0u/szui4klU9Qpc0b4uX8Zt4dDx1EC7Yxg5csbdFqo6Q1V9GV3mA1G+bSJyFZAErPSzVQV6Au+7+idV9YDbbDcbIyj5YsFmRny5mA5R1fjyjm78Y/paJjrh8JdLmgXavTNCRIiNjaVz586MHTs2r+KRwBa/9a3OBqDADBFZJCLD/MrUUdUdbnknUCePtnLbh7/fw0QkXkTik5OT8/K72HJHj8YcOZHGlws2B9oVw8iR/IqHnG4SPobiogwiUgl4BHgmS5lGQDLwoYgsEZH3RKSi21YkNxvDOFNUvSmDH5+8nF7Na/Px0C48990qvl68lQf7Fl/hADBnzhwWL17M1KlTefPNN5k9e/aZNtVdVTvhRQjvEZGeWQuoquLdP84aVR2rqjGqGlO7du3CaDIoaRtZlQub1OTDXzdyMi0j0O4YRrbkVzzkeJMQkSeANOBzZxoFvKaqR7K0EQZ0At5S1fOBFE51T2RSmDeb0vKkYhQuGRnK6O9W84/paxnQsR5v3diZJ/+zgkmLt/HXvs25r0/xFQ4AkZGezo6IiGDgwIHExcXlVnwbUN9vPcrZUFXf393AZE51Z+xyEULc3915tJXjPkord/RszM5Dx/nv0u2BdsUwsiVf4iGnm4SI3AJcAdzgfvTBG4fwsohsBO4HHheREXjRga2qusCVm4gnJqCIbjal5UnFKDzS0jN4aOIy3nN5Kl65pgOPT1rOpCXbGBnbnHuLuXBISUnh8OHDmcszZsygbdu2uVWZAgwSkXIi0ghv/FGciFQUkcoALoIYC6zwq+MbxDwE+MbPfrMbCN0NOOgijtOBWBGp7sYuxTpbqaVX89q0qFOZd3/ZwKlbq2EED3mKh5xuEiLSD3gYuFJVM+dUVdUeqhqtqtHA68ALqjpGVXcCW0TENyqrD7DKLdvNxgg4x1PTGf75Yr5e7L1F8dSf2vDIxGWZwmHExcVbOADs2rWL7t2706FDB7p06UL//v3p168fkydPJioqinnz5gE0E5HpAKq6EhiPd61OA+5R1XS8rsU5IrIUiAO+U9Vpbjd/B/qKyHrgErcO8D2wAW/Q5bvA3W4f+4DngIXu86yzlVpEhNt7NGLNzsP8sn5PoN0xjN8healaEWmMF20Ar+vhC1UdLSKJQDlgr9s2X1XvylJ3FHBEVV9x6x2B94CyeDeRW1V1v4jUxLtBNQA2Adeq6j4REWAM3mDIo66871XRocDjblejVfXD3I4jJiZGfa+lGUZWDh9P5faP41mQtI9nrmzDjd0aMnLCUiYv2cZDl7bgnt5NA+3iOUNEFmV59TLoKA3X84m0dHq8NIumEZX44o5ugXbHKKYU1fUcllcBVd2A91plVnued1NVHZVlPQH43UGo6l68SERWuwL35ND2B8AHeflgGHmx58gJbvkwjjU7DvPPQR25on09/jo+gf8kbC91wsEIHsqFhXJHj8aM/n41CzbspWvjmoF2yTAysRkmjVLN1v1HufbteSTu9vJUXNG+Hg864fBwPxMORmC5sVtDalUqx2v/WxdoVwzjNEw8GKWW9bsOc/Vb80h2eSp6NKvFg+MT+MYJh7t7mXAwAkv5sqHc3asJ8zfsY+5vNvbBCB5MPBilkoQtB7jmnXmkZSjj77yA8+tX48HxS/kmYTuP9GtpwsEIGgZ3bUBE5XK8PnO9vXlhBA0mHoxSx5z1exj87nwqh4fx9fALaBZRiQfGL2XK0u08ellLhvdqEmgXDSOT8DKh3NO7KXEb9zH3t715VzCMc4CJB6NUMXX5qTwVX991IZHVyvPA+KX8d+l2HrusJXf90YSDEXxc94f61K0azqsz11n0wQgKTDwYpYYv4zZzzxeLaRdVla+GXUCNimW5/6uETOFwpwkHI0gJLxPK3b2bsmjTfmbbvA9GEGDiwSgVvPXTbzw2aTk9mtXm09u6ULFcKPd/lcC3y3bw+OUmHIzg59qYKCKrlec1iz4YQYCJB6NEo6q88P1qXpq2his71OPdm2MoGxrCX5xweOLyVgzracLBCH7KhYVyd+8mJGw5wK+JNvbBCCwmHowSS1p6Bg9PXMbY2Ru4qVtDXr+uIyLwl3EJfLdsB3/r34o7ejYOtJuGkW+u7hxFROVyvDkrMdCuGKUcEw9GieR4ajp3f76YCYu2cl+fZjw7oA3pqtw/LoHvlnvC4fYeJhyM4kW5sFCG9WzMvA17WbRpf6DdMUoxJh6MEsfh46nc+uFCZqzaxdN/as2DfZuTlqH8ZdwSEw5Gsef6Lg2oVqEMb/1k0QcjcJh4MEoUe4+cYPC7C4jbuI/Xr+vIrRc1IjU9g/u+XML3y3eacDCKPRXLhXHrhY343+rdrN5xKNDuGKUUEw9GiWHbgWNc88481u06zLs3d+aq8yMzhcPUFTt58orWJhyMEsEtF0ZTsWwo//7pt0C7YpRSTDwYJYLE3Ye5+q25JB/y8lRc3LIOqekZ3PuFJxyeuqI1t3VvFGg3g4Lo6GjatWtHx44diYnxktxOmDCBNm3aEBISAlDBv7yIPCYiiSKyVkQu9bP3c7ZEEXnUz95IRBY4+1ciUtbZy7n1RLc9Oq99GNlTtUIZbrygId8t207SnpRAu2OUQkw8GMWepVsOcM3b80hNV8bd2Y0ujWqQmp7BiC8WM23lTp7+U2uGmnA4jVmzZpGQkEB8fDwAbdu2ZdKkSfTs2fO0ciLSGhgEtAH6Af8WkVARCQXeBC4DWgPXu7IALwGvqWpTYD9wm7PfBux39tdcuRz3UTRHXnK4rXsjwkJDeOdniz4Y5x4TD0ax5tdEL09FxXJhTLzrAtrUq8rJNE84TF/pDZi89SITDnnRqlUrWrRokd2mAcA4VT2hqklAItDFfRJVdYOqngTGAQNERICLgYmu/sfAVX5tfeyWJwJ9XPmc9mHkQkTlcK6Lqc/Xi7ey8+DxQLtjlDLyJR5EZKOILBeRBBGJd7Z/iMgaEVkmIpNFpFqWOg1E5IiIjMytHWevISIzRWS9+1vd2UVE3nDhzGUi0smvzhBXfr2IDDnbE2EUP6at2MGtHy4kqnoFvh5+IdG1Kp4mHEaZcMgWESE2NpbOnTszduzYvIpHAlv81rc6W072msABVU3LYj+tLbf9oCufU1tZ/R4mIvEiEp+cnJzncZYGhvVsTHqG8tHcjYF2xShlFCTy0FtVO6pqjFufCbRV1fbAOuCxLOVfBabmox2AR4EfVLUZ8INbBy8k2sx9hgFvgSc2gKeBrnhPKE/7BIdROvhq4Wbu/nwxbSOr8NWd3ahTJZyTaRnc88ViZqzaxTNXtuEWEw7ZMmfOHBYvXszUqVN58803mT17dqBdyheqOlZVY1Q1pnbt2oF2JyioX6MC/dqexxcLNpFyIi3vCoZRSJxxt4WqzvB7upgPRPm2ichVQBKwMp/N+Yczs4Y5P1GP+UA1EakLXArMVNV9qrofT8j0O9NjMYoX7/z8G498vZzuzWrz2e1dqVahbKZwmLlqF88OaMOQC6MD7WbQEhnpPdRHREQwcOBA4uLiciu+Dajvtx7lbDnZ9+Jdp2FZ7Ke15bZXdeVzasvIB7d1b8yh42lMiN+Sd2HDKCTyKx4UmCEii0RkWDbbh+KiDCJSCXgEeKYA7dRR1R1ueSdQxy0XNGR6GhbmLFmoKi9OXc2LU9dwRfu6vHdzDBXKhv1OONx8QXSgXQ1aUlJSOHz4cObyjBkzaNu2bW5VpgCD3JsSjfCigHHAQqCZe7OiLN6AxynqZWyaBVzt6g8BvvFry9fFeDXwoyuf0z6MfNC5YXU6NajGB79uJD3DEmYZ54b8iofuqtoJrxvhHhHJHJItIk8AacDnzjQKb6T1kYK048PdTArlCrAwZ8khLT2DR79ezjs/b+CGrg3456DzKRsWwoXoz68AACAASURBVMm0DO7+3BMOz5lwyJNdu3bRvXt3OnToQJcuXejfvz/9+vVj8uTJREVFMW/ePPBEwXQAVV0JjAdWAdOAe1Q13UUdRwDTgdXAeFcWvIeHB0UkEW9Mw/vO/j5Q09kfxHVP5rSPoj4XJYk7ejRm876jzFy1M9CuGKUEKWhqVxEZBRxR1VdE5BbgTqCPqh5123/hVAiyGpABPKWqY3JpZy3QS1V3uG6Jn1S1hYi845a/dHXWAr18H1W909lPK5cdMTEx6nstzSheHE9N5/5xCUxbuZP7Lm7KA32bIyKcSEvnns8X87/Vu3nuqrbc1K1hoF0tEYjIoixjkoIOu55PJz1D6fXKLCIqh/P18AsD7Y4RRBTV9Zxn5EFEKopIZd8yEAusEJF+wMPAlT7hAKCqPVQ1WlWjgdeBF1R1TE7tuGr+4cysYc6b3VsX3YCDrntjOhArItXdQMlYZzNKGEdOpDH0o4VMW+lN9PRgbItM4XD3Z55weN6Eg1HKCQ0Rhl7UiEWb9rN4syXMMoqe/HRb1AHmiMhSvH7I71R1GjAGqAzMdK9evn2G7QD8HegrIuuBS9w6wPfABrz3vt8F7gZQ1X3Ac3j9rguBZ53NKEHsSznJ4HfnsyBpH69e2yFzoiefcPhhjSccbjThYBhcG1OfKuFhvP9LUqBdMUoBYXkVUNUNQIds7E3zUXdUXu24bXuBPtnYFbgnhzofAB/k5YNRPNl+4Bg3vb+ArfuP8c6NnbmktTeG9kRaOsM/W8yPa3YzemBbbuhqwsEwwEuYNbhrQ8bO/o0t+45Sv0aFvCsZxhliM0waQUfi7iNc/dZcdh86wSdDu2QrHF4Y2M6Eg2Fk4ZYLowkR4b1fNgTaFaOEY+LBCCqWbT3Ate/M42R6Bl8O60bXxjUBb9DkXZ8uyhQOg7s2CLCnhhF8nFc1nD93imLcwi3sPmxTVhtFh4kHI2iY+9serh87n/JlQplw14W0jawKeMJh+GeLmLU2mRf/z4SDYeTG8F5NSE3PsLEPRpFi4sEICqav3MktHywksnp5vh5+IY1qVQRcxMFPOFzfxYSDYeRGdK2KXNmhHp/O38T+lJOBdscooZh4MALO+PgtDP9sEa3rVWH8nRdwXtVwwBMOd366iJ/WJvN3Ew6GkW/u7t2Uoyf/P3vnHV5VlfXhdyWhdwIJGEpogkgnBFCsDIhlQCwIqIDi2Kc7iqOjzqjzYRnbWFFAsCvK4IwNRBRRIIQO0kIRiJAEQgkJ6ev74+wbLiEV0m5Y7/Pc556zdjnrnHvOvb+799p75zD9B2t9MMoHEw9GpfL6wm3cO2sN53ZsxjtunQo4JhwWbkniiau7M9qEg2GUmDPDGzDs7BZM/3EHh9OzKtsdoxpi4sGoFFSVJ77cyOOfb+Dy7i15Y3wU9Wp5I4fTs3K41SccrurBdf1MOBhGabn74o6kpGfz1uKfK9sVoxpi4sGocHJylfs/Wcsr325lbP82vDCmN7VCgoFjwuF7JxxG9WtdTG2GYRREt4hGXNS5OVMXbSct05brNsoWEw9GhZKRncPd767g/WW7uPuijjx+ZTeCgwTwhMNvZsZ6wuFqEw6GcarcfXEnklMzeXfpzsp2xahmmHgwKozUjGwmvhnLF+v28uDlZ3HPJd46FXBMOCyK28eTV/dgVJQJB8M4Vfq2bcLA9qFMWbiN9CxbqNQoO0w8GBXCgdRMxr6xlMXb9vP0tT255bz2eWn+wuGpa3pyrQkHwygzfntxRxJTMvho+e7KdsWoRph4MMqdPYeOcu1ri9mw5zCv3tCXa/q2yktLz8rhlhnHhIN/mlE+REZG0r17d3r16kVUlLdSb3JyMkOGDKFTp04AndxqtbiVa2eLyBoRiRGRbr56RGSHiKx1C+PF+tmbisg8Edni3n11iYi8ICJxrr4+fmXGu/xbRMS3wq5RBgzsEEqfNo159dutZOXkVrY7RjXBxINRrmxLOsI1ryxm76F0Zt4czRC3TgXA0UxPOPyw1YRDRbNgwQJWrVpFbKz3mz958mQGDx7Mli1bAFKASS7rX4FVqtoDGAc8n6+qi1S1l6pG+dkmAfNVtRMw36+uS4FO7nUr8Ap4YgN4GOgPRAMP+wSHceqICL+9uBPxB48ye2V8ZbtjVBNMPBjlxrr4Q1z76mLSs3J4/9YBDHDrVIATDjOX8cPWfTxtwqHSmTNnDuPH5/3h3w9c6ba7At8AqOpGIFJEwk+s4ThGADPc9gy/ukYAM9VjCdBYRFoClwDzVDVZVQ8A84BhZXBahuPCzs05+4yGvPLtVnJytbLdMaoBJh6McmHx1v2MnrKE2jWC+ej2gXnrVIAnHCbOWMaPW/fzr2t7crUJhwpFRBg6dCh9+/ZlypQpACQkJNCyZUtflizAJxBWA1e5ctFAW8D3gSkwV0SWi8itfocIV9U9bnuvX10RwC6/fLudrTB7fr9vFZFYEYlNSkoq5Vmf3nitDx3Zvi+Vz9buKb6AYRRDSGU7YFQ/5q7fy93vraRt07rMnBhNy0Z18tJ8wmHxtv08M6onI3ubcKhoFi1aREREBImJiQwZMoQuXboUlM3393Qy8LyIrALWAisBX9j+IFWNF5EwYJ6IbFTVhcdVoqoiUiZ/dVV1CjAFICoqyv4+l5KhXVvQKaw+L30TxxXdWxLkhkgbxslQopaHggKjROQpEdnoAp9mi0jjfGXaiMgREbknnz1YRFaKyP/8bO1EZKkLpPpARGo6ey23H+fSI/3K3O/sm0TkkpO/BEZZMmv5bu54ZwVntfTWqcgvHG5+cxlLTDhUKhER3p/6sLAwRo4cSUxMDOHh4ezZk/ePtAaQCKCqh1X1JlXthRfz0BzY5tLi3XsiMBsvXgEgwXVH4N4TnT0e8B9K08rZCrMbZUhQkHDXRR3ZlJDC/6z1wThFStNtkT8wah7QzQVSbQbuz5f/GeCLAur5PbAhn+0J4FlV7QgcACY6+0TggLM/6/IhIl2B0cDZeH2jL4tIcCnOxSgH3vh+G/d8tJqB7UN595b+NKlXMy8tLTObm99cxtLt+3lmVC8TDpVEamoqKSkpedtz586lW7duDB8+nBkzfGEKhAJzAESksU/MA7cAC1X1sIjUE5EGLk89YCiwzuX7FPAFUIz31eXs49yoiwHAIde98RUw1I3saOLq+qpcLsBpzhU9WtKjVSMemrOOhMPple2OEcCcdMyDqs5VVd+cp0s41g+KiFwJbAfW+5cRkVbA5cAbfjYBLgZmOVP+ACvfN9osYLDLPwJ4X1UzVHU7EMexfz1GBaOqPPXVRh77bAOXdW/B1AnH1qmA44XDs9f14sreJ3RnGxVEQkICgwYNomfPnkRHR3P55ZczbNgwJk2axLx583xDNRvidVcAnAWsE5FNeKMlfu/s4cAiEVkNxACfqeqXLm0yMEREtgC/8qvrc7xWizjgdeBOAFVNBh4FlrnXP5zNKGNCgoN49rpepGflcM9Hq8m14EnjJClpzIMvMEqB11zfoz83Ax8AiEh94D5gCHBPvnzPAfcCDfxsocBBPyHiHyyVF0ilqtkicsjlj8ATLBRQJg8XxHUrQJs2trhSeZCTqzz4n3W8F7OTMdGteezK7nnTTcMx4RCzPZlnr+vFiF4mHCqT9u3bs3r16hPsoaGhzJ8/HwAR2ez78VbVxcCZ+fOr6jagZ0HHUNX9wOAC7ArcVUiZacC0Ep+IcdJ0aF6fBy/vyoP/WceMxTu46dx2le2SEYCUtOVhkKr2wfvncZeInO9LEJEHgGzgHWd6BK8L4oh/BSJyBZCoqstP2esSoqpTVDVKVaOaN29eUYc9bcjIzuF3763kvZid3HlhB/458kThcNN0Ew6GUdW4vn8bBncJ4/++2MimvSmV7Y4RgJRIPBQWGCUiE4ArgOvdvwrwJnp5UkR2AH8A/ioidwPnAsOd/X3gYhF5G29MeWMR8bWC+AdL5QVSufRGLr8FWFUyqRnZ3DIjls/W7uGBy87i3mFd8tapgGPCYdkOEw6GUdUQEZ64pgcNa4fw+/dXkpFt614YpaNY8VBYYJSIDMPrghiuqmm+/Kp6nqpGqmokXjfFP1X1RVW9X1VbOfto4BtVvcGJjgXANa6K/AFWvsCra1wZdfbRbjRGO7wZ62JO/jIYpeFAaibXv7GUH+L28eQ1PfjN+e2PS0/NyGaCEw7Pje5twsEwqiDN6tfiiat7sHFvCk9+uamy3TECjJLEPIQDs92/yhDgXVX9UkTigFp447sBlqjq7Sfpx33A+yLyGN448qnOPhV4yx0rGU90oKrrReRD4Ce8LpO7VNWkcwWw91A6N05dys/JabxyQ18uObvFcempGV6Lw/KdB3h+dG9+3fOMSvLUMIziGHxWOOMHtmXqou10bdnQJmwzSkyx4qGwwCg3fLK4so8UYv8W+DbfMU4YLaGq6cC1hdTxOPB4cT4YZcf2fanc8MZSDh3N4s2b+nFOh2bHpfsLh+eu62XCwTACgAev6MqWxCPc/8laIpvVpW/bppXtkhEA2PTURolYF3+Ia175kaNZObz3mwEFCocJ02Nci4MJB8MIFGoEB/Hy9X04o3Ftbp25nN0H0oovZJz2mHgwimXptv2MmbKEWiFBfHT7QLq3anRc+hEnHFbsPMgLo3tzRQ8TDoYRSDSuW5OpE/qRmZPLLTNiOZKRXXwh47TGxINRJF//lMC4aTGENazFrDvOoUPz+selH8nIZsK0Y8Lh8h4tC6nJMIyqTIfm9Xn5+j5sSTzC799baatvGkVi4sEolI+X7+a2t5fTpUUDPrr9HM5oXOe4dJ9wWLnrIP8eY8LBMAKd8zo15+Ffd2X+xkTGvL6E2St3k5ZprRDGidiqmkaBTF20nUf/9xPndgzltRujqF/r+FslJT2LCdOXscoJh8u6m3AwjOrAuIGR5OQq037Yzh8/WE29muu4tHtLruoTwYB2obYapwGYeDDyoao8M28z//4mjmFnt+D5Mb2oFXL8mmM+4bB610FeHNObS004GEa14qZz2zF+YCSxPx/g4+W7+WztHmYt301E4zqM7B3BVX0iaJ+vC9M4vTDxYOSRk6s8NGcd7yzdyeh+rXk833TT4AmH8dNiWLP7EC+O7c2wbiYcDKM6EhQkRLdrSnS7pjwy/Gzm/rSXj1fE8/K3cby4II7xA9vy4BVdqRFsvd+nIyYeDAAys3P504er+N+aPdx+QQfuG9b5uOmmwYSDYZyu1KkZzIheEYzoFUHC4XRe+XYrb/64gw17Unjp+j40b1Crsl00KhiTjAZpmdlMnLGM/63Zw/2XdmHSpV1OEA6H07MYlycc+phwMIzTlPCGtXlk+Nk8P7oXa+IP8ut/L2LVroOV7ZZRwZh4OM05mOa3TsXVPbjtgg4n5DnsWhzW5gmHFgXUZAQKkZGRdO/enV69ehEVFQVAcnIyQ4YMoVOnTgCdRKQJgIg0EZHZIrJGRGJEpJuvHhEZJiKbRCRORCb52duJyFJn/0BEajp7Lbcf59Ij/crc7+ybROSSCrkQxikxolcEH99xDiHBwqhXF/Phsl2V7ZJRgZh4OI1JOJzOda8tYX38YV6+vi+j+rU+Ic/h9CzGTfWEw0vXm3CoLixYsIBVq1YRGxsLwOTJkxk8eDBbtmwBSAF8YuCvwCpV7QGMA54HEJFg4CXgUqArMEZEuroyTwDPuinsDwATnX0icMDZn3X5cOVGA2cDw4CXXf1GFefsMxrx37sHEd2uKfd+vIYH/7OWzOzcynbLqABMPJym7NiXytWv/MjuA2m8eVO/AkWBTzis/+UQL1/f54RFsIzqw5w5cxg/3reALfuBK912V+AbAFXdCESKSDjeWjRxqrpNVTOB94ER4vV3XQzMcuVn+NU1wu3j0ge7/COA91U1Q1W3A3EUsNaNUTVpUq8mb97Uj9vOb8/bS3by2/dWkJ1jAqK6Y+LhNGT9L4e45tXFpGXm8N6tAzinY7MT8hw6msWNTji8NLYPQ004VBtEhKFDh9K3b1+mTJkCQEJCAi1b5sWxZOGtpguwGrjKlYsG2gKtgAjAv516t7OFAgdVNTufHf8yLv2Qy19YXfn9vlVEYkUkNikp6eRO3igXQoKDuP+ys3j41135an0C93y02maorObYaIvTjJjtyUx8cxkNaocwc+IAOoadOFb70NEsxk1dyk97vO6MIV3DC6jJCFQWLVpEREQEiYmJDBkyhC5duhSUzffNPxl4XkRWAWuBlUBOBbl6vEOqU4ApAFFRUfbLVAW56dx2pGXm8NRXm+jQvD6/Hdypsl0yyglreTiNmL8hgRunLqV5w1p8dMc5xQqHV0w4VEsiIrw/9WFhYYwcOZKYmBjCw8PZs2ePL0sNIBFAVQ+r6k2q2gsv5qE5sA2IB/yDZFo5236gsYiE5LPjX8alN3L5C6vLCEDuuqgjl/doyb8XxLFjX2plu2OUEyUSDyKyQ0TWisgqEYl1tqdEZKOLwp4tIo3zlWkjIkdE5B63X9tFa68WkfUi8ne/vBadXc7MXrmbW99aTucWDfjotoFE5FunAk4UDr8y4VDtSE1NJSUlJW977ty5dOvWjeHDhzNjhi8cgVBgDoCINPY9j8AtwEJVPQwswxuV0c6ljwY+VVUFFgDXuDLjfXUBn7p9XPo3Lv+nwGj3vLcDOgEx5XH+RsXw0BVdqRkcxN/mrCPXui+qJaVpebhIVXupapTbnwd0c1HYm4H78+V/BvjCbz8DuFhVewK9gGEiMsClWXR2OTLdzVEfHdmUd38zgND6J07ocigtixudcHj1BhMO1ZWEhAQGDRpEz549iY6O5vLLL2fYsGFMmjSJefPm+YZqNsTrrgA4C1gnIpvwRlb8HvJiFu4GvgI2AB+q6npX5j7gTyIShydEpjr7VCDU2f+EG9Hhyn0I/AR8CdylqpXSNWKUDeENa3PfpV34fss+nvt6c2W7Y5QDJx3zoKpz/XaXcOyfBiJyJbAdSPXLr8ARt1vDvdQvOnusS5sBPAK8gheF/YizzwJezB+dDWx3X0bRwOKTPZ/qiKry7NdbeGH+FoZ2DeeFMb2pXeNEjXUoLYsbpi5l094UXr2hL4PPMuFQXWnfvj2rV68+wR4aGsr8+fMBEJHNqpoMoKqLgTMLqktVPwc+L8C+jQJGS6hqOnBtIXU9Djxe4hMxqjw39G/Dut2HeOGbONo3r8+VvU+IgTUCmJK2PCgwV0SWi8itBaTfjGtlEJH6eP88/p4/k4gEu8CrRGCeqi6lHKOzT2dyc5WH5qznhflbGBXVipev71O8cLixjwkHwzDKBBHh0Su7MaB9U/4yazV3vrOc+RsSKtsto4woqXgYpKp98Jot7xKR830JIvIAkA2840yP4HVBHMlfiarmuMCrVkC0/2x15cHpOrQrMzuX33+wireW/Mxt57fniat7EFLA4jX+wuG1G/tycRcTDoZhlB01Q4J49Ya+jO7XhpjtB5g4I5bpP2yvbLeMMqBE4kFV4917IjAb1yQpIhOAK4DrXbcEQH/gSRHZAfwB+KuI3J2vvoN4QVXDKMfobFWdoqpRqhrVvHnzkpxqwJOWmc1vZsby39W/MOnSLtx/2VknrFMBblrqqUvyhMNFXcIqwVvDMKo7jevW5NEru7H4/ou55Oxw/v7fn/hg2c7Kdss4RYoVDyJST0Qa+LaBoXgBVMOAe4Hhqprmy6+q56lqpKpGAs8B/1TVF0WkuW9EhojUAYYAGy06u+zwgh5j+H5LEpOv6s7tBaxTAcfWs9i894gJB8MwKoQawUG8MKY3F5zZnPs+Xssb32/j2H9OI9AoScBkODDb/XsNAd5V1S9dkGItYJ5LW6KqtxdRT0tghhsVEYQXnf0/l3Yf8L6IPIY3CY1/dPZb7ljJeCMsUNX1IuKLzs7GorNJPJzOjVNj2L4vlZfG9uHS7gWveukTDlsSj/DauL5c1NmEg2EYFUOtkGBeu7Evf/pwFY99toEtCUe4d1jnAkeAGVUbOV2UX1RUlPoWAapu/Lw/lRumLmX/kUym3BjFoE4nTjcNxwuHKTf25UITDkYBiMhyvyHZVZLq/DyfDuTmKk9+tYkpC7dSt2YId1zYgZvPbUedmjbivqwpr+fZZpgMcH765TBXv7KYI+nZvPubAYUKhwOpmYx93RMOr4+LMuFgGEalERQkTLq0C3P/eD4DO4Ty1FebuPDpBbzx/Ta2JR2x7owAwMRDALNsRzLXTVlMjWDho9sH0qt14wLzHUj1WhzikjzhcMGZp0fwqGEYVZuOYQ14fVwUH7pZbx/7bAMX/+s7hj67kLjElMp2zygCEw8ByoKNid46FfVrMeuOc+gY1qDAfMmpmYw14WAYRhUmul1TPrnzXL77y4U8emU3DqRlcdXLP/L1Twm2vHcVxVbVDED+szKeez5aTZeWDZhxU3ShwUbJrsVhW9IR3hgXxfkmHAzDqMK0Da3HjaH1uPDM5kyYHsMtM2NpUDuEQR2bcWHn5vRvF0qjOjWoXzuEGgXMXVMeHEzLZM3uQ9QKCaJOzWDq1gymTs0Q6tYIzovRiEs8wtakI+Tkal56nRrBNK5bg47N6xMUdOJw+UDHxEOAMePHHTz86XoGtG/K6+OiaFC7RoH5klMzGfv6ErbvS+WN8VGc18mEg2EYgUHrpnX5728H8d2mJL7bnMS3m5L4Yt3evPSawUH0b9+Uczs2I6JxHS7t1qLAifBOlqOZOczbkMCnq+L5bnMSWTknH4PRrH5NhnQN58HLu1KvVvX5ya0+Z1LNUVWen7+F577ewpCu4fy7kHUqwISDYRiBT92aIVzavSWXdm+JqrI54Qirdx8kNSObXclH+XZzIpO/2AjAmOg2/OqsMOrUDCasQa1Cu3GL46dfDvP699v4av1e0jJzCG9YiwnnRHJh5zBU4WhWDmmZ2RzNzCEtM4ejWTmoKu2a1adjWH1qhQQ5ezZHM3PZezid7zYn8cGyXaRn5fLsdb3K8hJVKiYeAoDcXOXv/13PjMU/c03fVky+qnuhKnv/kQyuf2Mp2/elMnV8v0JHXxiGYQQKIkLnFg3o3OKYKHiIrhw6msXDc9bxXsxO3os5NmvlOR1C+f3gTkS3a1rgDLv5OXQ0i2fnbWbm4h3UqxXC8J5nMLzXGfRvF0rwKXY5XNO3FcECCzYlnlI9VQ0TD1WcrJxc/vzhaj5d/Qu/Oa8dfy1kumkw4WAYxulFozo1eGZUL+6+uBNpmdmkZuSwLv4Qry3cxnVTltCiYW0GdWrGeZ2acW7HZjTLFx+mqsxeGc8/P9/I/tQMbujflj8PPZPGdWuWqZ8p6dm0aFi7TOusbEw8VGGOZuZwxzvL+XZTEvcO68wdF3QoUjiMfX0pPyenMm1CP87taMLBKJjIyEgaNGhAcHAwISEhxMbGkpyczHXXXceOHTsAOolIE1U9ICKNgLeBNnjfF0+r6nQAEckB1rpqd6rqcGdvB7yPtwLucuBGVc0UkVrATKAv3ho116nqDlfmfmAikAP8TlW/qoBLYVQDgoKEjmH18/YHdgjlhgFt+e/qX/hucxLzfkpg1vLdAJzVsiHndWpGu2b12L4vlaXb9rN69yF6tW7M9An96N6qUbn4GH/wKK2a1CmXuisLEw9VlENHs5j45jKW7zzAP0d2Z2z/NoXm3Xckg+udcJg63oSDUTwLFiygWbNj98nkyZMZPHgwkyZNQkRSgEl408bfBfykqr8WkebAJhF5R1UzgaNuldz8PIG3su77IvIqnih4xb0fUNWOIjLa5btORLriTT1/NnAG8LWInHm6TzlvnDx1agYzql9rRvVrTU6usi7+EIvi9vH9liSm/7CdrBylZkgQHZrXZ/JV3RkV1bpcR0TEHzxK/3ZNy63+ysDEQxUk8XA646bFsDXpCC+N7cNlhaxTAZ5wGPv6EnYmpzFtfD/OMeFgnARz5szh22+/9e3uB67EEw8KNBCvyas+3hoz2YXV4/JdDIx1phnAI3jiYYTbBpgFvOjyjwDeV9UMYLtbyyYaWFw2Z2eczgQHCT1bN6Zn68bcdVFH0jKz2ZeSSUSTOqccz1ASDqdnkZKeTUQ1a3mwSaKqGDv3p3HNq4s9MTChnwkHo8wREYYOHUrfvn2ZMmUKAAkJCbRsmXevZeEtiAfwInAW8AteF8XvVdU3a09tEYkVkSUicqWzhQIHVdUnMHYDEW47AtgF4NIPufx59gLK+Pt9qztebFJS0slfAOO0pm7NENqE1q0Q4QAQf+AoABGN61bI8SoKa3moQmzYc5hx02LIysnlnVv607tNk0Lz7juSwZgpS9h1wBMZ53Qw4WCUjEWLFhEREUFiYiJDhgyhS5cuBWXzDWy/BFiF15rQAW8V3e9V9TDQVlXjRaQ98I2IrMUTBOWCqk4BpoC3MFZ5HccwypI88WAtD0Z5ELsjmeteW0ywCB/dNrBI4ZCU4gmH3QeOMn1CtAkHo1RERHh/6sPCwhg5ciQxMTGEh4ezZ88eX5YagG9c2U3AJ+oRB2wHugCoarx73wZ8C/TG6/JoLCK+PyatgHi3HQ+0BnDpjVz+PHsBZQwjoNmfmgF4k0VVJ0w8VAEWbErkhqlLCa1fi1l3DKRTeOETnCSleF0Vuw8cZdqEfgzsEFqBnhqBTmpqKikpKXnbc+fOpVu3bgwfPpwZM2b4soUCc9z2TmAwgIiEA52BbSLSxI2eQESaAefiBVYqsAC4xpUf71fXp24fl/6Ny/8pMFpEarmRGp2AmLI/e8OoeNKzvF6+OoVM6heoWLdFJTNnVTx//nA1nVs0YMbN0SeMQ/YnMSWdsa8vJf7AUabf1I8B7U04GKUjISGBkSNHApCdnc3YsWMZNmwY/fr1Y9SoUUydOhWgITDZFXkUeNN1SQhwn6ruE5FzgNdEJBfvT8hkVf3JlbkPeF9EHgNWAlOdfSrwlguITMYbYYGqrheRD4Gf8IIx77KRWpEb5gAAIABJREFUFkZ14WiWdyv71sGoLpRIPIjIDiAFbwx2tqpGichTwK+BTGArcJOqHvQr0wbvy+ARVX1aRFrjjfEOx+tPnaKqz7u8TYEPgEhgBzDKjTEX4HngMiANmKCqK1yZ8cCD7nCPqWre36ZA4a3FO3jo0/X0i2zKG+OjaFjIOhXgCYcxU5bwy8F0Ew7GSdO+fXtWr159gj00NJT58+cDICKbVTUZQFV/AYbmz6+qPwLdCzqG68aILsCeDlxbSJnHgcdLfCKGESCkO/FQO6R6iYfSdFtcpKq9VDXK7c8DuqlqD2AzcH++/M8AX/jtZwN/VtWuwADgLje+G7wx5fNVtRMw3+0DXIrXhNkJuBVvuJdPbDwM9Mf7knpYRAoPEqhiqCrPf72Fv81Zz+Au4cy8ObpEwmHPoXTeNOFgGIYRMKRn5VIzOKjarax50jEPqjrXbzjWErwgJwDcsK3twHq//Ht8rQaqmgJs4NhwrBF448Fx71f62We6YK0leIFYLfEiwOeparKqHsATMsNO9lwqEm+dip949uvNXN2nFa/e0KfQBa7Am/PBJxymT+hHfxMOhmEYAUN6Vg61alS/8MKSnpECc0VkuYjcWkD6zbhWBhGpj9fn+ffCKhORSLzI7KXOFK6qvlDvvRwbY17Y+O8SjQuvamTl5PKnD1fx5o87mDioHU9d06PIZWQTD6cz+nVfi0O0CQfDMIwK5EhGNst2JHM4PeuU6snMzmVXcloZeVU1KGnA5CA3njsMb5z3RlVdCCAiD+B1Sbzj8j6CNzXtkYLWYXDi4mPgD26s+HGoqopImYzhdkLnVoA2bQqf3rkiOJqZw13vruCbjYn85ZLO3Hlh4etUwDHhsNcJh+hqNrWpYRhGVebOd5bz+dq9efvjB7bl0NEsQuvXYkD7UKIjm9KobuHdzT5uHNiWT1bsZuKMZcy645wiu6gLIiU9iwZ+ZY5kZHPnOyu495LOdIson7U4SkKJxIPfeO5EEZmNF2ewUEQmAFcAg92QK/DiEK4RkSeBxkCuiKSr6osiUgNPOLyjqp/4HSJBRFqq6h7XLeEbY17Y+O944MJ89m8L8LtKTCpz6GgWt8xYRuzPB3h8ZDeu79+2yPyJh9MZPWUJCYfTmXFzNP0iTTgYhmFUFJnZuccJB4AZi38mJEgIChKmLtqOCHRt2ZDodk1p0bA2dWoGU6dGMHVqBlOvZghdWjagZaM6dGhen1dv6Mu4aTHc9c4KXrmhL/VrnfjTm5urxB88SsPaNY4TJcOe+57zz2zO/13lxSf/a+4mFm5OotsZDau2eBCRekCQqqa47aHAP0RkGHAvcIGq5rXHqOp5fmUfAY444SB4Q7U2qOoz+Q7jG/89mRPHhd8tIu/jiZJDTmB8BfzTL0hyKCcGbFYJElPSGT9tGXGJKfx7TG+u6HFGkfkTXIxDwuF03jThYBiGUeHM+HEHAFFtm/B/V3Vn4ZZ9PPq/n8hVpWdEY4Z2DSc9K5cl2/bz7tKdZGTnFlhPm6Z16dqyIXVrBZOdq3y/ZR/dHvYWjG1ct0ae2AgJEnYlH+VoVg61awRxff+23HZ+e4KChPiDR2nfrB4AX67bw/QfPN9G9q7cnvqStDyEA7NdE3sI8K6qfunGatfC68YAWKKqtxdRz7nAjcBaEVnlbH9V1c/xRMOHIjIR+BkY5dI/xxumGYc3VPMmAFVNFpFHgWUu3z98Q8uqEruS07hh6lISD2fwxvh+XHBm8yLz+wuHGTdHE2XCwTAMo8J5/PMNADw/pjcRjevQKbwBF5zZnDmr4pm1fDf/mruZR4afzXu3DiA3V0nPziEtM4ejmTkcTMti/sYE1sUf5usNCexMTqNJ3RqENajF/tRMcnK9RvCDaVlc0Ks52blKZnYugzo2p2NYfZZu38/URdv5IW4f9w7rDECPVo14feG2PL8A2jlBUVnIsd6G6k1UVJTGxsZW2PE27U3hxqlLycjOZfpN/ehTxHTTAHsPpTPm9SUkmnAwKhkRWe43JLtKUtHPs3F6MX5aDDHbk9nw6ImD+A6mZfK791excHMSA9o35feDzzxupt+3l/zMg/9Zd0K54CBhRM8zCA4SPlq+u8DjdmnRgB37U0nPyuX2CzqwLekIc39KoFNYfbYkHuFXZ4Xz0y+HCG9Um9l3nluicymv59lmmCwHlv98gJumx1CnZjAf3T6QM4uYbhqOCYeklAxmToymb1sTDoZhGJXFjJujKeyPdeO6NZk+oR8zF+/glW+3Mub1JVzcJYx/juxOi0a18/J1DKtPXOKRvP2cXOWTlUUv2bJxb0re9qvfbc3brlsrhAcvP4sDaZl8vSGBf15V4PxsFYqJhzLmu81J3P7WcsIb1uKtif1p3bToZVj3Hkpn9JTF7DuSyYybo+nbNmDmujIMw6i2FDUaLjhIuOncdoyJbsNbi3/mX/M28atnvuPiLmHsdEMy/YXDqXJR5+bsSk5jxuKfATijceWv0GnioQz57+pf+NOHq+gU5q1T0bxB4etUAOw5dJQxU5aYcDAMwwhAatcI5jfnt2dI13BeWhDHgk1J7DuSUebHee7rLcftZ+UUHKBZkZh4KCPeWvIzD81ZR7+2TXljQtHrVIAnHEZPWcJ+Ew6GYRgBTWSzejx1bU9yc5UNew/z6nfbqBEkXN6jJc9+vZmklAxSM3I4kpFdfGUl4JFP1/PXy86idzGxdOWJiYdTRFV58Zs4/jVvM4O7hPHS9UVPNw3wy8GjjHl9CclHMpk5MbrYYErDMAyj6hMUJJx9RiP+PaY34M3Zk5WtJBzOoHN4A/44pBNtmtbjshe+P6XjLNtxgJEv/8j2/7usyO6V8sTEwymQm6s89tkGpv2wnat6R/DENT2oUcR003CicKhM5WgYhmGUD7m5yvAXf2Dv4XQANiWkcPvbK8r0GIePZpdolsvywMTDSZKVk8t9s9bwycp4bj63HQ9eflaxq6b9ctDrqjiQasLBqDwiIyNp0KABwcHBhISEEBsbS3JyMtdddx07duwA6CQiTVT1gIg0At4G2uB9XzytqtMBRGQ88KCr9jFVneHsfYE3gTp4c7X83k073xT4AIgEdgCj3DEEeB5vTpc0YIJvET3DCFQ27k3JEw75ubhLGE9d04PQ+l5cXFJKBv9ZGU/8waO86SaoKgm7DqTRqG7lzDJp8zycBOlZOdz97gq+3pDIn4ecyd0Xdyy26Sj+oBccacLBqGwiIyOJjY2lWbNmebZ7772Xpk2bMmnSJEQkHm8K+ftE5K9AI7fdHNgEtADqA7FAFN7CecuBvk4MxAC/w1v47nPgBVX9wk1Zn6yqk0VkEtDE1XsZ8Fs88dAfeF5V+xd1DjbPg1HVUVVW7jpIy0a1adHQG8L56epfePjT9aRl5jA2ug23X9DhuOGdPtIys5n+ww6e+mpTnm10v9a8v2zXcflevaEPw7q1LNKP8prnofqtE1rOHE7PYtzUGOZvTOTRK7vx28GdSiQcRk9ZzIG0TN66pb8JB6PKMWfOHMaPH+/b3Q9c6bYVaOBaB+oDyXgL4V0CzFPVZFU9AMwDhrm1aRqq6hK33s1Mv7pGADPc9ox89pnqsQRo7OoxjIBFROjTpgktG9VBRBARRvSKYO4fz+fKXmfw9pKfOf/JBTz55UbSs3KOK1u3Zgh3XdSRHZMvz7NNvroHX/3h/OPydW1ZeWtbmHgoBUkpGYx+bQkrdh7g+dG9uXFA0QtcAew+kMboKYs5mJbF2xP706t14wrw1DAKR0QYOnQoffv2ZcqUKQAkJCTQsmXe73UW3rT0AC8CZwG/AGvxuiBygQjA/2/QbmeLcNv57QDhqrrHbe/1O0ZhdeX3+1YRiRWR2KSkpNKdtGFUEcIa1ObJa3qy4J4LuaJnS17+divDnlvIj1v3FZh/cJcwBnX0WgnPDK+fZ7/t/Pa0CS16HqHyxGIeSsiu5DRunLqUhMMZvDE+igs7hxVbZveBNMa8viRPOPQ04WBUARYtWkRERASJiYkMGTKELl26FJTN1595CbAKuBjogLeWzamFigMuBqJUfaZVZZVcwygLWjetyzOjenF1n1b8dfZaxr6+lFFRrXjgsq7HBUFOndAvb1tE+Ox3g7j8hUV0blH0zMXljbU8lIDNCSlc8+qPHEjL4u1b+pdYOIyeYsLBqHpERHh/6sPCwhg5ciQxMTGEh4ezZ4+vUYAaQKLbvgn4xHUpxAHbgS5APNDar9pWzhbvtvPbARJ83RHu3XeMwuoyjGrPuR2b8eXvz+f2Czrw8Yp4Bj/zHd9tLrxlbVtSKoCJh6rOip0HuPbVxajCh7cNLNFkTruSPeFw+GgW79xiwsGoOqSmppKSkpK3PXfuXLp168bw4cOZMcMXjkAoMMdt7wQGA4hIONAZ2AZ8BQwVkSYi0gQYCnzluiUOi8gAFycxzq+uTwFfYMX4fPZx4jEAOOTXvWEY1Z46NYOZdGkXPr37XJrVr8nNby7jvZidBebdtDeF4CChY1j9AtMrCuu2KIKFm5O47a3lhDWsxdslWKcCjgmHlPQs3rllAN1bVV5Ai2HkJyEhgZEjRwKQnZ3N2LFjGTZsGP369WPUqFFMnToVoCEw2RV5FHhTRNYCAtynqvsARORRYJnL9w9VTXbbd3JsqOYX7oWr80MRmQj8DIxy9s/xRlrE4Q3VvKnMT9wwAoCzz2jErDvO4e53V3D/J2tZtfMgv+oaTt+2TWharybgDQFt16wetUKKnoywvLGhmoXwvzW/8McPVtExrAEzbu5HWIMTh9PkxyccjmRk8/bE/iYcjIDEluQ2jMolOyeXR//3E+/G7CQrx/uN/sslnbnroo6c9+Q39GjVmJfG9ilRXbYkdwXyzlJvPfaotk14Y3w/GtUpfgYvf+Hwzi396RZhwsEwDMMoPSHBQfx9RDfuv+ws1uw+xLRF23nqq020aVqXXclHGdW3dfGVlDMlinkQkR0islZEVolIrLM9JSIbRWSNiMwWkcb5yrQRkSMico+fbZqIJIrIunx5m4rIPBHZ4t6bOLuIyAsiEueO08evzHiXf4ub6e6UUVVeWhDHA7PXcVHnMGbe3N+Eg2EYhlEp1K4RTHS7pjw3uhddWzbkt++tBODsiIaV7FnpWh4u8vV1OuYB96tqtog8AdwP3OeX/gzH+jp9vIk3bnxmPvskYL7fzHOTXF2XAp3cqz/wCtDfTXP7MH6z24nIp26ympMiPSuHLn/7Mm//m42JnPXQl0WUOJ5GdWqYcDAMwzDKnNo1gnn1hr6c/9QCAAa2b1ZMifLnpEdbqOpcVfWtL7oEv+FZInIl3pCu9fnKLMSboS4/pZ15rsDZ7U72XMCbOfJUMOFgGIZhlBdtQutyVsuGRLdrSp2alRssCSVveVBgrpvU5TU3WYs/N+MteIOI1MdrNRgC3EPJKO3McyWekQ64FaBNmzZFOtCsXi0W/uUi4g8eRVXJVchVJVcVdds5uZ49f3qXFg0rfcytYRiGUb357LeDKtuFPEoqHgaparyIhOHNMLfRtSIgIg/gzXX/jsv7CPCsqh45mXXGT2bmuSLqKvGMdEFBQpvQupU63adhGIZhFEZxKzdXJCUSD6oa794TRWQ2EA0sFJEJwBXAYD025rM/cI1bQa8xkCsi6ar6YhGHSBCRlqq6p4Qzz8UDF+azf1uSczEMwzAM49QoNuZBROqJSAPfNt5McutEZBhwLzBcVdN8+VX1PFWNVNVI4Dngn8UIByj9zHMFzm5XslM2DMMwDONUKEnLQzgw23VBhADvquqXIhIH1MLrxgBYoqq3F1WRiLyH12LQTER2Aw+r6lRKOfOcqiYXMbudYRiGYRjlSLHiQVW3AT0LsHcsQdlH8u2PKSTfftz8+fnsCtxVSJlpwLTifDAMwzAMo2yxhbEMwzAMwygVJh4MwzAMwygVp83CWCKShBdPUdk0A/YVm+v0wK7FMarStWirqs0r24miqOTnuSp9Vvmpyr5B1favKvsGJ+9fuTzPp414qCqISGxVX7GworBrcQy7FoFDVf6sqrJvULX9q8q+QdXzz7otDMMwDMMoFSYeDMMwDMMoFSYeKp7864Kczti1OIZdi8ChKn9WVdk3qNr+VWXfoIr5ZzEPhmEYhmGUCmt5MAzDMAyjVJh4KAIRaSwis0Rko4hsEJGBIvKU218jIrNFpHG+Mm1E5IiI3FNUPc7+iIjEi8gq97rMr8z9IhInIptE5BI/+zBnixORSRVxHQo7h9JeCxHp7Heuq0TksIj8waU1FZF5IrLFvTdxdhGRF9z5rhGRPn71j3f5t4jIeCqICrgWAXNfBAKFfF7Xish6EckVkSi/vENEZLmIrHXvF/ul9XX2OHdPirOfyr27VUSWlcQ3v7IFfccU+PmLSDsRWersH4hITWev5fbjXHqkXxnfPbZFRL4vqW8i0kNEFrv0tSJSuxyv2xYRuaMUn2sNEZnh/NggIvdXwrUr9DtCSvlcn6Jvxx3jpFFVexXyAmYAt7jtmnirhA4FQpztCeCJfGVmAR8B9xRVj9t+xD+fX/6uwGq8tUPaAVuBYPfaCrR39awGugbStfBLCwb24o1BBngSmOS2J/nqwlvb5AtAgAHAUmdvCmxz703cdpNqci0C5r4IhFchn9dZQGe81Xij/PL2Bs5w292AeL+0GHcPirsnLy2De/c9IMndw0X6Vti9VNTnD3wIjHbbrwJ3uO07gVfd9mjggwLusY/xVjgOLsF1CwHWAD3dfigQXI7XrQmQAvyuhJ/rWOB9t10X2AFEVvC1K/A7gpN4rk/Rt7xjnMpzZS0PhSAijYDzgakAqpqpqgdVda6qZrtsS/CWA/eVuRLYDqwvrp5iDj8C70bPUNXteAuDRbtXnKpuU9VM4H2Xt1wpq2uRj8HAVlX1TfQzAu9LHvd+pZ99pnosARqLt2z7JcA8VU1W1QPAPGBYGZxukVTQtSiMKnVfBAJFfF4bVHVT/vyqulJVf3G764E67t9cS6Chqi5R79t4Jsffo6W+d4EcvB/HT4Bhxfnmzqege6nAz9/9w78YT2wU5JvP51nAYJd/hCtfG+gDrASiS+DbUGCNqq5213G/quaUx3VTbxHEXEDxhFexn6vLW09EQoA6QCZwuIKvXWHfEaV6rk/FtwKOcdKYeCicdng35nQRWSkib4i3JLk/N+MpZESkPnAf8PdS1nO3a8aa5mu2AyKAXX55djtbYfbypqyuhT+j8f51+QhXb7l18P6Fh7vt0/FaQGDcF4FAST6vwrgaWKGqGXjXc7dfmv81Ptl71+dbP+Dp4nwr4l4q7DihwEG/Hyx/n/PKuPRDLn9+39oB75bgup0JqIh8JSIrRORev+OU9XXD+XUY+FMJP9dZQCqwB9gJPO1ESGVdu7zviBKeb1n5lr+uk8bEQ+GE4KnHV1S1N96N59/n9ACQDbzjTI8Az6rqkVLU8wrQAeiFd1P/q1zO5NQpq2vhy18TGI7X9HoC7h9KVR0GVBHXIlDui0CgyM+rMETkbLym5dtKc7BS3rs+35YBz5bAt0co4l4qY3y+bQT+QvG+hQCDgOvd+0gROWGl5MI4iWc+BGgJLC7h5xqN19JzBt6P+p9FpH0pjlcairx2BXxHBCQmHgpnN7BbVZe6/Vl4NwQiMgG4Arje3fQA/YEnRWQH8AfgryJyd1H1qGqCquaoai7wOseakeKB1n6+tHK2wuzlTVldCx+X4v2jS/CzJbimSdx7orOfdtcigO6LQKDQz6swRKQVMBsYp6pbnTkev64ojr/GJ3vv7ubYv/L4EvhW2L1U2HH24zX5hxTgc14Zl97I5c/vW60S+rYbWKiq+1Q1Dfjc5S+P6+Y7Xhqw2O0X599Y4EtVzVLVROAHIKqIY5XLtSvkO6K0z/Wp+Ja/rpNHq0BAU1V9Ad8Dnd32I8BTeP3qPwHNiyj3CMcHTJ5Qj9tu6ZfnjxwL6Dmb44NbtuEFz4S47XYcC6A5O5CuhbO9D9yUz/YUxwdPPem2L+f44KkYZ2+K1/fbxL22A02rybUImPsiEF6FPX9u/1uOD6xr7K7fVQXUkz/w77IyuHcX4/3QNC3Ot8LupaI+f7wWLf/Aujvd9l0cH1j3YQH3WAxeU3dwCa5bE2AFXjBiCPA1cHk5XrcmQDpeTEFJPtf7gOluux7es9qjIq8dhXxHcBLP9Sn6lneMU3quKvvBrsovvGbjWLwo4v+4GzbO3RSr3OvVoh7swupx9reAtc7+Kcf/aDyAFxG7CRed7OyXAZtd2gMBeC3q4SnhRvnyhQLzgS14XzxNnV2Al9z5ruX4L4SbnQ9x5PsBDvBrETD3RSC8Cvm8RuL9aGcACcBXLu+DeM3Mq/xeYS4tCljnrvGLHJtk71Tu3Z14P4jF+lbMvVTg548XqR/jjvURUMvZa7v9OJfevoB7bIers0S+ATfgBXKuwwmBcrxuccBDpfhc67vzXY/3A/6XSrh2hX5HUMrn+hR9O+4YJ/uyGSYNwzAMwygVFvNgGIZhGEapMPFgGIZhGEapMPFgGIZhGEapMPFgGIZhGEapMPFgGIZhGEapMPFgGIZhGEapMPFgGIZhGEapMPFglBki8raI7BGRwyKyWURu8Uu7xa0lf0REvhSRM/zSLhKRBSJyyE29m7/eR0VkrYhki8gjFXM2hmGISCcRSReRt92+iMgDIrLTPefvi0hDv/xPisgul/aziPzVL+089/z7v1RErq6MczNODRMPRlnyf0CkqjbEW+zpMRHpKyIXAv/EWxbWN8Ws/yqSqcA0vEVkCiIOuBf4rJz8NgyjYF7CW7jLxzjgRuBcvEWm6gD/9kufCnRx3wHnANeLyFUAqvq9qtb3vfDWeDgCfFn+p2GUNSYejDJDVdert3wxeCvkKd7qkFcAH7n0TOBR4HwR6eDKxajqW3jzrRdU7wxV/QJIKfeTMAwDABEZDRzEm0Lax6+Bqaq6S73VPZ8ArhORugCquklVU/3y5wIdCznEeGBWvvxGgGDiwShTRORlEUnDW452D97qeuDNV0++7W4V6ZthGCXDdUX8A/hTQcn5tmsBnfzKThKRI3hrTNQD3i2g/nrANcCMMnTbqEBMPBhliqreCTQAzgM+wVug5ktglIj0EJE6eAvaKN4KfIZhVD0exWth2J3P/iVwi4hEikgjvNUqwe9ZVtXJeN8BffAWeTtUQP1XAfuA78racaNiMPFglDmqmqOqi/DWjL9DVb8GHgY+xlttbgdeF0T+LybDMCoZEekF/Ap4toDkaXjxSt/irVC5wNmPe5bVYyVwFPh7AfWMB2aqrcwYsJh4MMqTELyYB1T1JVXtpKrheCIiBG+ZXsMwqhYXApHAThHZC9wDXC0iK1Q1V1UfVtVIVW2FJyDi3asg8r4DfIhIa3eMmeXjvlERmHgwygQRCROR0SJSX0SCReQSYAwwX0Rqi0g3N8yrDTAFeF5VD7iyQSJSG6jh7UptEanpV3cNlx4EhLj04Io/S8M4LZiC94Pfy71exRvpdImINBWRDu5Z7go8A/xDVXPdc3ybiDRx6dHAXRwfcAneaI0fVXVrxZ2SUdaYeDDKCgXuwGu+PAA8DfxBVT8FauMFTR0BYoDFwN/8yp6P17z5OdDGbc/1S3/d2cYAD7jtG8vxXAzjtEVV01R1r++F99ymq2oS0AzvOU0FvgCmqeoUv+Ijga143ZJv4w3j/DfHMw4LlAx4xLqcDMMwDMMoDdbyYBiGYRhGqTDxYBiGYRhGqTDxYBiGYRhGqTDxYBiGYRhGqQipbAcqimbNmmlkZGRlu2EYVZ7ly5fvU9Xmle1HUdjzbBglo7ye59NGPERGRhIbG1vZbhhGlUdEfq5sH4rDnmfDKBnl9Txbt4VhGIZhGKXCxINhGIZhGKXCxINhGIZhGKXCxINhGIZhGKXCxINhGIZhGKXCxINhGIZRYWRm51a2C0YZcNoM1QwUIid9lrfdoXk9cnKV7FylWf1a/HnomZzXqUoPvzcMwyiUD2N3ce+sNQD0b9eUD24bWMkeGSeLtTxUYbq0aEiPVo2JjmxKcmomN06N4daZsezcn1bZrhmGYZSatIzsvO2l25Mr0RPjVLGWhyrGjsmXF2hPz8ph6qLtvPhNHEOe/Y55f7yANqF1K9g7wzCMk2fCue24sHMYFz79LU9e3aOy3TFOAWt5CBBq1wjmros68uZN/cjIzmVTQkplu2QYhlFqWjetS+0aQWzca99hgYyJhwAjtH5NAI5m5VSyJ4ZhGKUnOEg4M7wBm+0PUEBj4iHAqF0jGID0TBMPhmEEJmeGN7DW0wDHxEOAUceJB2t5MAwjUOkc3oCklAySUzMr2xXjJDHxEGDUqWniwTCMwKZziwYAbLK4h4DFxEOAUTvEdVuYeDAMI0DxiQeLewhcTDwEGEFBwhmNarNi58HKdsUwDOOkCGtQi0Z1aljcQwBj4iEAua5fGxZuTuLn/amV7YphGEapERE6t2hg3RYBTInEg4jsEJG1IrJKRGKd7VoRWS8iuSIS5Zd3iIgsd/mXi8jFfml9nT1ORF4QEXH2piIyT0S2uPcmzi4uX5yIrBGRPn51jXf5t4jI+LK6IIHA6OjWBAcJ7yzdWdmuGIZhnBSdwxuweW8KqlrZrhgnQWlaHi5S1V6q6hMK64CrgIX58u0Dfq2q3YHxwFt+aa8AvwE6udcwZ58EzFfVTsB8tw9wqV/eW115RKQp8DDQH4gGHvYJjtOB8Ia1ueTscD6M3WWxD4ZhBCRntmhASkY2vxxKr2xXjJPgpLstVHWDqm4qwL5SVX9xu+uBOiJSS0RaAg1VdYl6UnMmcKXLNwKY4bZn5LPPVI8lQGNXzyXAPFVNVtUDwDyOCZHTghv6t+VgWhafrdlT2a4YhmGUmqi23v+9Kd9trWRPjJOhpOJBgbmuG+LWUtR/NbBCVTOACGC3X9puZwMIV1Xfr+BeINxtRwC7CiiqGlBZAAAgAElEQVRTmP04RORWEYkVkdikpKRSuF31GdghlPbN6/H20p8r2xXDMIxSc1bLhtx8bjtmLP6ZBZsSK9sdo5SUVDwMUtU+eN0Id4nI+cUVEJGzgSeA20rjkGuVKJNOMFWdoqpRqhrVvHn1WspaRLhxQFtW7jxIjK1OZxhGAHLvsM6cGV6fe2etsQmjAowSiQdVjXfvicBsvDiDQhGRVi7fOFX1tUnFA638srVyNoAE1x2Be0/0K9O6gDKF2U8rRvdrQ8tGtXn0fz+Rm2tBR0bJiIyMpHv37vTq1YuoKC+E6W9/+xs9evSgV69eAJ1E5AwAEekiIotFJENE7vGvR0SGicgmF9A8yc/eTkSWOvsHIlLT2Wu5/TiXHulX5n5n3yQil5T7RTCqBLVrBPPcdb05lJbFpI/XWPBkAFGseBCReiLSwLcNDMULliwsf2PgM2CSqv7gs7tuicMiMsCNshgHzHHJn+IFV+Le/e3j3KiLAcAhV89XwFARaeICJYc622lFnZrB3DesC2vjD/Hxit3FFzAMx4IFC1i1ahWxsbEA/OUvf2HNmjWsWrUK4BDwkMuaDPwOeNq/vIgEAy/htUZ2BcaISFeX/ATwrKp2BA4AE519InDA2Z91+XDlRgNn48UuvezqN04Dup7RkHsuOZO5PyXwUax9jwUKJWl5CAcWichqIAb4TFW/FJGRIrIbGAh8JiK+H++7gY7AQ25o5yoRCXNpdwJvAHHAVuALZ58MDBGRLcCv3D7A58A2l/91Vx5VTQYeBZa51z+c7bRjRK8z6N2mMU9+tYkjGdmV7Y4RoDRs2NB/NwjXdaiqiaq6DMjKVyQaiFPVbaqaCbwPjHB/DC4GZrl8+QOgfYHRs4DBLv8I4H1VzVDV7XjPe5Gtm0b14pZB7RnQvil//+96m78mQChWPLgvh57udbaqPu7ss1W1larWUtVwVb3E2R9T1XpuWKfvlejSYlW1m6p2UNW7XXwDqrpfVQeraidV/ZVPCLhRFne5/N1VNdbPr2mq2tG9ppfHxQkERISHruhKUkoGLy+Iq2x3jABARBg6dCh9+/ZlypQpefYHHniA1q1bA4RyrOWhMAoLWg4FDqpqdj77cWVc+iGX/7QPgD7dCQoS/jWqF0FBwh8/WEV2Tm5lu2QUg80wWQ3o3aYJI3tH8Mai7exKTqtsd4wqzqJFi1ixYgVffPEFL730EgsXelO1PP744+zatQtgP14LYpWiOgdAGxDRuA6PXdmNFTsP8vK3NnyzqmPioZpw37Au/D979x0eVZU+cPz7Zia9FxKSUBKSUBNAiHSQYiJWxK67CuqKrqhbWfW367prWcsW176yFsRVERWUXhSQJiW00CGEBBLSGymkzvn9cW8gQGICJEzK+TxPntw5c+69ZwKTvHPKeywivLR0v72borVyoaHGh/rAwEAmT57Mli1bzq2Sj7HM+qc0NGk5DyMfi/Wc8rPOMZ/3NuvrCdAaAJMGhnLTgBBe//4wO4/r/XtaMx08tBOdvV345dgIluzOZFNynr2bo7VSpaWlFBcXnz5esWIF0dHRHD58uG41H+BAI5fairEqI9xcTXEXsMAcilwN3GbWO3cCdO3E6NuAVWb9BcBd5mqMcIyMsudFNFrH8PykaII8nfnNFzspq9TzuForHTy0Iw+N7kGIuXSzRi/d1OqRlZXFqFGjGDBgAEOGDOH6669n4sSJPPXUU0RHR9O/f38AL+BXACLS2ZwY/VvgTyKSJiJe5pyFxzBWOe0H5iql9pq3eRL4rYgkYcxp+MAs/wDwN8t/i5mG3jxvLrAPWAZMV0rpvOsdlLebI/+4YwApeaW8sFj3pLZW0lHW1cbGxqraZWnt2YJdJ3ji8x28dEsMdw/pZu/maG2QiGyrs4dNq9RR3s8d2d+W7Gfm2mQ+mBLLhD5BjZ+g1aul3s+656GdubF/MEPC/HhpyX6yi/WGM5qmtU2/i+9J786ePD1vN1V69UWro4OHdkZEeOnWGMqrbTz77d7GT9A0TWuFnK0WZlzTi+ziCr7fr/e+aG108NAORXTy4NdXR7F0TyZLd+tdNzVNa5uu6tmJzl4uzNl6zN5N0c6hg4d26qHRPegT7MULi/dTXqXnnmma1vZYLQ7cEduFHw7lkF54yt7N0erQwUM75Whx4E/X9yG98BSzf0yxd3M0TdMuSqivK0pBaq5OW92a6OChHRsZGcDYXp14a1UShWV6u1tN09qWsspqXlt5mP5dvBnWw9/ezdHq0MFDO/f0tX0oqajmXZ3uVdO0NuY/a46QebKcP9/QFwcHsXdztDp08NDO9ersyaSBocz+MZWc4gp7N0fTNK1J0grKeG9tMjcOCCE2zM/ezdHOoYOHDuCJCVFU1th47wfd+6BpWtvw8tIDiMBT1/a2d1O0ejQpeBCRFBHZLSI7RSTBLLtdRPaKiE1EYs+p/7SIJInIQRG5pk75RLMsSUSeqlMeLiKbzfIvzFz5mLnuvzDLN4tIWGP30M4XHuDO5CtC+WRTKtkndeIoTdNaty1H81mUmMHDYyII9XG1d3O0elxIz8M4pdTAOmku9wC3AGvrVhKRvhib5PQDJgLviIhFRCzA28C1QF/gbrMuwCvAa0qpSKAAeNAsfxAoMMtfM+s1eI8LeC0dzhPjo6i2Kb3VraZprZpSiheX7CfY24VHroqwd3O0Blz0sIVSar9S6mA9T00C5iilKpRSR4EkYIj5laSUSlZKVQJzgEkiIsB44Cvz/I+Bm+tc62Pz+Ctgglm/oXtoDejm78btg7vw2ZZjZBTp9dKaprVOaw/nsut4IU9MiMLVSX8mbK2aGjwoYIWIbBORaY3UDQWO13mcZpY1VO4PFJq79NUtP+ta5vNFZv2GrnUWEZkmIgkikpCTk9Poi2zvpo+LRCnFO6t174Omaa2PUoo3vz9MsLcLtw7qYu/maD+hqcHDKKXUIIwhh+kiMqYF29RslFIzlVKxSqnYTp062bs5dtfVz407YrsyZ+sxna1N07RWZ++JkySkFvDwmB44WfV8/tasSf86Sql083s2MJ+fHiJIB7rWedzFLGuoPA/wERHrOeVnXct83tus39C1tEZMHxeJILy1KsneTdE0TTvLnvQiAL0FdxvQaPAgIu4i4ll7DMRjTJZsyALgLnOlRDgQBWwBtgJR5soKJ4wJjwuUUgpYDdxmnj8F+LbOtaaYx7cBq8z6Dd1Da0SIjyt3D+nKlwnHOZ5fZu/maJqmnXY4uwRXR4teYdEGNKXnIQhYLyK7MP5AL1ZKLRORySKSBgwHFovIcgCl1F5gLrAPWAZMV0rVmHMWHgOWA/uBuWZdgCeB34pIEsachg/M8g8Af7P8t8BTP3WPS/lBdCSPjovEwUH3Pmia1roczi4hItBdZ5NsA6yNVVBKJQMD6imfjzGEUd85LwIv1lO+BFjSwD3OGwpRSpUDt1/IPbTGBXm58LOh3Zj9YyqPjougu7+7vZukaZpGUlYxQ/UeFm2CnpHSQf1ybASOFuH17w/buymapmkUl1dxoqicyEAPezdFawIdPHRQgZ4u3Dc8jG92pHMws9jezdE0rYM7kmNsuR2lg4c2QQcPHdijYyPwcLby0tL99m6Kpmkd3OEs40NMVJCnnVuiNYUOHjowHzcnHhsfyZqDOaw/nGvv5miXSVhYGDExMQwcOJDYWCPb/DPPPEP//v0ZOHAgGKuiQgDE8Ia5j0yiiAyqvY6ITBGRw+bXlDrlg829cJLMc8Us9xORlWb9lSLi29g9tI4jKbsEJ6sDXX31Sou2QAcPHdx9w8Po4uvKq8sPYKyC1TqC1atXs3PnThISEgCYMWMGiYmJ7Ny5E4xMrn82q16LsRQ6CpgGvAtGIAA8CwzFmOz8bG0wYNZ5qM55E83yp4DvlVJRwPfm4wbvoXUcNTbFxiN59Ahwx2rRf5baAv2v1MG5OFqYPi6SxLQiNiTl2bs5mp14eXnVfeiAkZIejH1kZivDJoyEbsHANcBKpVS+UqoAWAlMNJ/zUkptMnOyzKb+vWrO3cOmvntoHcQ7q5PYnV7EL0b3sHdTtCbSwYPGLYNCCfR05t0fdN6HjkBEiI+PZ/DgwcycOfN0+R//+Ee6du0KRq6V2p6HC92rJtQ8PrccIEgplWEeZ2LkkPmpe2gdQEJKPv/+/jCTBoZw6yD9z95W6OBBw9lq4Rejw9mQlMeu44X2bo7WwtavX8/27dtZunQpb7/9NmvXrgXgxRdf5Pjx42CkgH+sJdtg9kpc0DiZ3uiu/UlMK+SXn24n1MeVF26Oxpweo7UBOnjQALhnaHe8XKy8u0bvuNnehYYan+4CAwOZPHkyW7acl9k9H7jVPL7QvWrSzeNzywGyaocjzO/ZjdzjLHqju/Zl4a4T3P6fH3GyOPD+lFg8XRzt3STtAujgQQPAw9nKlBFhLN+XSVJ2ib2bo7WQ0tJSiouLTx+vWLGC6OhoDh8+K1mYD3DAPF4A3GeuiBgGFJlDD8uBeBHxNSdKxgPLzedOisgwc5XFfdS/V825e9jUdw+tHbLZFP9ccZDHP99B/y7efPvYSHrq5ZltTqPpqbWOY+qIMP67Lpn3fjjC328/LyO51g5kZWUxefJkAKqrq7nnnnuYOHEit956KwcPHsTBwQHAC/iVecoS4DogCSgD7gdQSuWLyPMYG94BPKeUyjePHwVmAa7AUvML4GVgrog8CKQCd/zUPbT2p8ammPHlLubtSOfO2K48f3O03nq7jZKOsjwvNjZW1S5L0xr2lwV7+WRTKst/PUanie2gRGSbUirW3u34Kfr93PbYbIqn5iUyNyGN38X15LHxkXqOw2XQUu9nHfJpZ3l8fCSujhZeXnqg8cqapmlNoJTizwv2MDchjScmRPH4hCgdOLRxOnjQzuLv4cwvx0bw3f4sNiXrvA+apl0apRTPL9rP/zYd4+GrevCbq6Ps3SStGTQpeBCRFDPd7E4RSTDLGko16y0iC0Vkl4jsFZH761xHp7NtAx4cFU4nT2dmbUixd1M0TWvDlFK8suwgH244yv0jw3hqYm/d49BOXEjPwzil1MA6YycNpZqdDuxTSg0AxgL/FBEnnc627XBxtNAvxIv0wlP2boqmaW3Yv787zH9+OMLPhnbjzzf01YFDO3IpwxYNpZpVgKfZe+CBsWa8Gp3Otk0J8nQh62S5vZuhaVobVGNT/G3Jfl7//jC3D+7C85N0Aqj2pqnBgwJWiMg2EZlmljWUavYtoA9wAtgN/EopZcMO6Wx1RrqLF+TtQm5JBeVVNfZuiqZpbUhxeRW/+HgrM9cm8/Nh3Xj51v44OOjAob1pavAwSik1CGO4YLqIjKn75DmpZq8BdgIhwEDgLRE5a9edi3Ex6Wx1RrqLN6yHHzYF//lBZ5zUNK1pUnJLmfzORtYezuX5m6N54eYYLDpwaJeaFDwopdLN79nAfIw5Cw2lmr0fmGcOKSQBR4He2CGdrXbxRkQEcNOAEN5ZfURnnNQ0rVELdp3gprfWk1tSwScPDuHeYd3t3SStBTUaPIiIu4h41h5jpKHdQ8OpZo8BE8z6QUAvIBmdzrbNeeaGvrg4OvDH+bvpKMnENE27MAWllTz22Xae+HwHPTp58O30kYyICLB3s7QW1pT01EHAfHOyixX4TCm1TES2Un+q2eeBWSKyGxDgSaVULoBOZ9u2dPJ05qlr+/B/83ezbE8m18boOamapp2x+mA2T36VSH5pJb+P78kjV0Vgtej0QR2BTk+t/aTqGhsTX1+HTSlW/HqM/sXQAej01FpjlFL8a+Uh3lyVRM8gD/51x0CiQ73t3SytHjo9tWYXVosDM67pRXJOKV9vT2v8BE3T2rUam+KP3+zhzVVJ3BHbhQWPjdKBQwekgwetUfF9gxjY1Yd31uiVF5rWkVVU1/DYZ9v5bPMxHh0bwSu39sfF0WLvZml2oIMHrVEiwrXRnUnNK6OwrNLezdE0zU5eXLyfpXsy+dP1ffiDTjXdoengQWuSnp09ATiUpZdtalpHtHxvJrN/TOXBUeH8YnQPezdHszMdPGhN0ivICB4OZhXbuSWapl1uJwpP8YevEokO9eIPE3vZuzlaK6CDB61Jgr1dcHW0kJJbau+maJp2GeWXVnL/R1uprrHx5t2DcLbqOQ5a0/I8aBoiQqCXM9nFFfZuiqZpl0lRWRU/f38zKXmlfDT1SsID3O3dJK2V0D0PWpMFebqQrXfa1LQOobi8ivs+3ExSdgnv3TuYEZE6a6R2hg4etCYL9HLmRNEpezdD07QWVllt45H/bWPviZO887NBjO0VaO8maa2MDh60Jhsa7sfx/FPsSS+yd1M0TWshSimempfIhqQ8Xr2tP1f3DbJ3k7RWSAcPWpPdOCAEJ4sDX23TmSY1rb167bvDzNuezu/ienLLoC6Nn6B1SDp40JrMx82JuH5BfLszncpqm72bo12ksLAwYmJiGDhwILGxRsr7GTNm0Lt3b/r37w8QISI+ACLiJCIfichuEdklImNrryMig83yJBF5w9wVFxHxE5GVInLY/O5rlotZL0lEEkVkUJ1rTTHrHxaRKWh28f66ZN74/jB3xnblsfGR9m6O1orp4EG7IDf2D6GgrIrdeuiiTVu9ejU7d+6kdnOpuLg49uzZQ2JiIkA58LRZ9SEApVQMEAf8U0Rqf2+8az4fZX5NNMufAr5XSkUB35uPAa6tU3eaeT4i4gc8CwwFhgDP1gYc2uWhlOKVZQd4YfF+rovpzAuTo3X2SO0n6eBBuyDd/d0AyNKrLtqV+Ph4rNbTK7dLgdr+6r7AKgClVDZQCMSKSDDgpZTapIyteWcDN5vnTAI+No8/Pqd8tjJsAnzM61wDrFRK5SulCoCVnAlEtBZWXWPjya8TeXfNEX42tBtv3j0IR717rtaIJv0PEZEUs3typ4gkmGX1dk2az4016+4VkR/qlE8UkYNmt+VTdcrDRWSzWf6FiDiZ5c7m4yTz+bA65zxtlh8UkWsu/UehNUWQlwsAmUU6eGirRIT4+HgGDx7MzJkz66sSACw1j3cBN4mIVUTCgcFAVyAUqDv5Jc0sAwhSSmWYx5lA7Yy7UOB4Pec0VH5uu6eJSIKIJOTk5DTtxWo/qaisivtnbWVuQhpPTIjihZujsTjoHgetcRcSXo5TSg2ssy94vV2T5ljpO8BNSql+wO1muQV4G6Prsi9wt4j0Na/1CvCaUioSKAAeNMsfBArM8tfMepjn3QX0w/iE8o55fa2F+bo54mR1ICVPZ5psq9avX8/27dtZunQpb7/9NmvXrj393IsvvgiggE/Nog8x/pgnAP8GNgI1Tb2X2SuhmqPdSqmZSqlYpVRsp06dmuOSHVpSdgmT3l7PpuQ8Xr21P7+N66mHKtqQ1Qey7Tr37FL6phrqmrwHmKeUOganuzrBGMtMUkolK6UqgTnAJHOS1Xjgq3quVfceXwETzPqTgDlKqQql1FEgyby+1sJEhPi+QcxNOE56oc750BaFhhof6gMDA5k8eTJbtmwBYNasWSxatAjgqPlHH6VUtVLqN+YHh0mAD3AISOfM0Abmcbp5nGUOR2B+r/0dkI7Ra3HuOQ2Vay1k9cFsJr+9gZKKaj5/aBh3XNm18ZO0VqG6xsYLi/Zx/6ytfLIp1W7taGrwoIAVIrJNRKaZZQ11TfYEfEVkjVn/PrO8oa5Jf6BQKVV9TvlZ55jPF5n1dTenHT19XR8A/rZkv51bol2o0tJSiouLTx+vWLGC6Oholi1bxquvvsqCBQsATn+cERE3EXE3j+OAaqXUPvO9f1JEhpkB/X3At+ZpC4DaFRNTzim/z1x1MQwoMq+zHIgXEV9z+DPeLNOaWVWNjVeWHeCBWVvp6ufGt4+NIjbMz97N0poov7SSKR9t4f31R5k6Ioz7hne3W1uaurfFKKVUuogEAitF5EDdJ5VSSkRquyatGOOiEwBX4EcR2dRsLb4ASqmZwEyA2NjYZuk61SDUx5VHrorg398d5t5heQzr4W/vJmlNlJWVxeTJkwGorq7mnnvuYeLEiURGRlJRUUFcXBxAXxH5j1LqESAQWC4iNozegHvrXO5RYBbG+3wpZ+ZJvAzMFZEHgVTgDrN8CXAdRk9hGXA/gFIqX0SeB7aa9Z5TSuU3/6vv2I7nl/HEnB3sOFbI3UO68ucb+uHqpEd724ptqfk88flOckoq+Ptt/bk91r69RU0KHpRS6eb3bBGZjzFEkCUiwUqpjHO6JtOAPKVUKVAqImuBAWZ5fV2TeRizrq1m70LdLsva7sw0EbEC3mZ93c1pZ49cFcGXCWn86Zs9LH5ilN5pr43o0aMHu3btOq88KSnp9LGI7DMDB5RSKUC9ezArpRKA6HrK8zA+PJxbroDpDVzrQ4z5FVoLWJyYwVPzEkHBW/dcwQ39Q+zdJK2JqmtsvLkqiTdXHSbU15W5Dw9nYFcfezer8WELEXEXEc/aY4wuxT003DX5LTDKnJ3thrF2ez/Gp4ooc2WFE8aExwXmL5TVwG31XKvuPW4DVpn1FwB3masxwjHWjW+5mB+AdnFcHC28ODmapOwS3lqV1PgJmqZddqcqa3h63m6mf7adiE4eLPnVaB04tCHH88u4470fef37w9w8MJQlT4xuFYEDNK3nIQiYb87CtQKfKaWWichW6umaVErtF5FlQCLG2On7Sqk9ACLyGMZYpgX4UCm117zHk8AcEXkB2AF8YJZ/AHwiIklAPkbAgVJqr4jMBfYB1cB0pVSTZ4BrzWNsr0BuGRTKu2uOcG10MH1DvOzdJE3TTAczi3n88+0cyirhl2Mj+G1cT52/oQ2ZvyONZ77ZiwCv3zWQSQPPm9ZnV2JOqm73YmNjVW02Pa35FJRWEvfaD4T6uPLN9JF6qVc7ICLb6izJbpX0+7lhx/PLeH9dMnO2HsfTxZHX7hzA6Ci9tLWtOFlexTPf7OHbnSe4MsyXf90xkK5+bhd9vZZ6Pzd1wqSm1cvX3YknJ/ZmxleJrNyXRXy/zvZukqZ1SJlF5fxr5UG+2paGxUGYNDCUJyf2ppOns72bpjXR6oPZ/N+83WQXV/DbuJ48OjYCayvtLdLBg3bJJl8Rylurk3hj1WHi+gbp3gdNu4yKy6t474dk3l+fjM0GU0eEM21MDzp7u9i7aVoTFZ2q4oVF+/hyWxqRgR58/fPBrWZuQ0N08KBdMqvFgenjIvnDV4msOpDNhD5BjZ+kadolqaqx8fmWY7z+3WHySiu5aUAIM67pdUld3Nrlt/pANk/NSySnuIJHx0bwxIQoXBxb/+o1HTxozWLyFaG8tSqJvy8/yNhegTo/vqa1EKUUy/dm8sqygxzNLWVYDz8+uq4P/bu07k+q2tmKyqp4btE+vt6eRs8gD2beG8uAVt7bUJcOHrRm4Whx4MmJvZn+2XY+33KMnw+zX+YzTWvPXl56gPfWJgNwdZ8gZlzTi6hADzu3SrsQ3+/P4ul5u8krreSxcZE8PiGyzeXK0cGD1myui+nM0HA//rniIDf0D8bHzcneTdK0dueqXp1IyStlW2oB3+3P4rv9WXi5WBnU3ZfY7r4M7u7HwK4+OntkK1RYVslzC/cxb0c6vYI8+WDKlcR08bZ3sy6KDh60ZiMi/OWmflz/xjr+seIgL9wcY+8maVq7MyIigBERASilSM0rIyG1gG2p+SSkFLDmoLGHj9VB6BfixQ39Q3hoTA87t1gDWLkvi/+bv5v80kqeGB/J9PFtr7ehLh08aM2qT7AXU0aE8dGGFOL7dmZMT72+XNNagogQFuBOWIA7tw02NjgtLKtk+7ECElIKWLkvi78t3c/PhnXDzUn/qreXgtJK/rpwL9/sPEHvzp58NPVKokPbZm9DXa1zAanWpj05sTdRgR78/std5JdW2rs5mtZh+Lg5Mb53EH+Y2JvfxfdCKTicVWLvZnVYy/dmEvfaWhYlZvCrCVEseGxUuwgcQAcPWgtwcbTw77sGUlBWydPzEukoWUw1rTXpE+wJwIHMk3ZuSceTX1rJE5/v4OFPttHJ05lvHxvJb+J64mRtP39y288r0VqVfiHe/D6+F8v3ZvFlQpq9m6NpHU6ojytOVgf2ZxTbuykdyrI9GcS/9gNLdmfwm6t7suCxkfQLaR+9DXXpgTCtxTw0ugdrDubwl4V7GRLuR1iAu72bpGkdQnZxOb+bu4vKaht+7nrV0+WQV1LBswv2sigxg34hXsx+YGi73ixQ9zxoLcbBQfjnHQOwOgi//mInVTU2ezdJ09q9Hw7lcN3r69iaks9Lt8Tw+PhIezep3VuyO4P419ayfG8mv4vryTfTR7brwAF0z4PWwkJ8XHlxcgyPf76Dt1Yl8Zu4nvZukqa1S0VlVfxjxUE+2ZRKryBPPn9oGFFBnvZuVruWV1LBn7/dy+LdGUSHevHp7UPp3bl9Bw21mtTzICIpIrJbRHaKSIJZ5iciK0XksPnd95xzrhSRahG5rU7ZFLP+YRGZUqd8sHn9JBF5Q8ydlRq6hxjeMOsnisig5vhhaC3jxgEhXN8/mJlrkzlZXmXv5mhau6KUYt72NCb8aw2fbk7l/pFhfPvYSB04tCClFPN3pHH1v35gxb5MZlzTi/mPjuwwgQNc2LDFOKXUwDr7gj8FfK+UigK+Nx8DICIW4BVgRZ0yP+BZYCgwBHi2TsDxLvAQEGV+TWzkHtfWqTvNPF9rxaaN7sGpqhrmb0+3d1M0rd04nFXMnTM38du5u+ji68aCx0bx7I392sTGSm1VWkEZUz/aym++2EVYgDuLnxjN9HGROLbSrbNbyqUMW0wCxprHHwNrgCfNx48DXwNX1ql/DbBSKZUPICIrgYkisgbwUkptMstnAzcDS3/iHpOA2cpYA7hJRHxEJFgplXEJr0drQQO6+hAT6s2nm1O5b3h3vW23pl0CpRSfbErlhcX7cXW08NItMdwZ2xUHvSFdiymtqObD9Ud59zZkOHIAACAASURBVIcjCPDXm/rx82HdO+wmgE0NHhSwQkQU8J5SaiYQVOePdSYQBCAiocBkYBxnBw+hwPE6j9PMslDz+NxyGrrHT1zrrOBBRKZh9EzQrVu3Jr5UraX8fFg3nvx6N1tTChgS7mfv5mham1RYVskfvkpkxb4sxvbqxD9uH0CAh7O9m9VuVVbbmLP1GG98n0RuSQXX9Avizzf2I9TH1d5Ns6umBg+jlFLpIhIIrBSRA3WfVEopM7AA+DfwpFLK1pyfLs+5R1PPmQnMBIiNjdWZiuzsxgEhvLB4P//blKqDBzsKCwvD09MTi8WC1WolISGBGTNmsHDhQpycnAAiRMRHKVUoIo7A+8AgjN8Xs5VSLwGIyETgdcACvK+UetksDwfmAP7ANuBepVSliDgDs4HBQB5wp1IqxTznaeBBoAZ4Qim1/DL9ONoMpRRrDubwx/m7ySmp4E/X9+GBkeG6t6GFKKVYmJjBP5Yf5Fh+GUPD/Zh532AGdfNt/OQOoEnBg1Iq3fyeLSLzMeYsZNUOFYhIMJBtVo8F5piBQwBwnYhUA+mcGYIA6IIxDJFuHtctrx0Yb+ge6UDXBs7RWik3Jyu3DurCp5tTyS3pqz8t2dHq1asJCAg4/TguLo6XXnoJq9WKiJQDT2MMEd4OOCulYkTEDdgnIp9j9Py9DcRh9PxtFZEFSql9GPOdXlNKzRGR/2AEBe+a3wuUUpEicpdZ704R6QvcBfQDQoDvRKSnUqrmsvww2oBtqfm8suwgW47m0yPAna9/OYL+XXzs3ax2a9fxQp5btI9tqQXGfhT3X8nYnp30cGsdjc7wEBF3EfGsPQbigT3AAqB2xcQU4FsApVS4UipMKRUGfAU8qpT6BlgOxIuIrzlRMh5Ybg5LnBSRYeYqi/tqr9XQPczy+8xVF8OAIj3foW342dBuVNUonXWylYmPj8dqPf1ZopQzAb0C3EXECrgClcBJjA8QSUqpZKVUJUZPwyTzPTwe470Pxlylm83jSeZjzOcnmPUnAXOUUhVKqaNAknn9Du9wVjG/+DiBW9/9keScUp6/OZplvx6jA4cWknWynN/O3cmktzeQmlfGK7fGsPiJ0YzrFagDh3M0pechCJhv/uCswGdKqWUishWYKyIPAqnAHT91EaVUvog8D2w1i56rnTwJPArMwvjltNT8Ani5gXssAa7D+CVTBtzfhNehtQJRQZ4MDffj082pPDQ6HGsHm6HcGogI8fHxiAgPP/ww06ZNO7dKAGfeg19h/HHPANyA35jv5frmHQ3FGKooVEpV1ymvncN0+hylVLWIFJn1Q4FN51wrlA5MKcVHG1J4eekBnK0O/D6+Jw+MCte7Y7aQ8qoa3l+XzDtrjlBdo3jkqgimj4vA08XR3k1rtRr9n6iUSgYG1FOeB0xo5Nyp5zz+EPiwnnoJQHRT72GuspjeSNO1Vur+keE88r9tLN6dwaSBHfpvhF2sX7+e0NBQsrOziYuLo3fv3owZMwaAF198EYzehk/N6kMw5iGEAL7AOhH5zg7N7jAToPNKKpjxVSKrDmRzdZ9AXrm1P/56iK9FKKVYvDuDl5YcIL3wFBP7deb/rutDN383ezet1dNhrHbZxfcNIirQg7dXJ3Fj/xA94esyCw01ArbAwEAmT57Mli1bGDNmDLNmzWLRokUAR9WZrVDvAZYppaqAbBHZgDGv6Tj1zzvKA3xExGr2PtSdj1Q7VynNHAbxNus3aQ5TR5gA/cOhHP7w1S4KSqv4y419mTIiTHeXt5Ck7BKenpfI1pQC+gR78Y/bBzA8wt/ezWozdJ+xdtk5OAiPjovgUFYJK/dn2bs5HUppaSnFxcWnj1esWEF0dDTLli3j1VdfZcGCBQB1NyE5hjGHoXbO0zDgAMbwY5SIhIuIE8aExwVm0LEaqM0se+5cpdo5TLcBq8z6C4C7RMTZXKkRBWxpgZffamUUneLRT7cx5cMteDhbmT99BFNHhuvAoYVsOZrPLe9s4EhOKS/dEsOix0fpwOEC6Z4HzS5u7B/CaysP894PR7imX2d7N6fDyMrKYvLkyQBUV1dzzz33MHHiRCIjI6moqCAuLg6gr4j8Ryn1CMaKio9EZC8gwEdKqUQAEXkMYyK0BfhQKbXXvM2TGCuuXgB2AB+Y5R8An4hIEpCPEXCglNorInOBfUA1ML2jrLSoqrHx8cYUXlt5iGqb4vfxPXloTA+crTpDZEtZsjuDX3+xky6+rnx8/xC6+ukhioshZ3on27fY2FiVkJBg72Zodby/LpkXFu9n6a9G0ye44+SEb+1EZFudNPStUnt4P+84VsDT83ZzILOY8b0D+etN/fQfshb24fqjPL94H4O6+fL+fbH4doDtylvq/ayHLTS7uW1wF5ysDny2+Zi9m6Jpl01pRTV/XbiXW97dSNGpKt67dzAfTInVgUMLstkULy7ex3OL9hHfN4hPfzG0QwQOLUkPW2h24+PmxA0xwXyzI52nr+utl6Fp7d7qA9n86Zs9nCg6xb3DujPjml56OWALq6iu4fdfJrJw1wmmDO/On2/s12H3o2hO+re1Zlf3DO3GvB3pLNmdyW2DuzR+gqa1QVkny/nrwr0s2Z1JZKAHXz48nNgwnaK9pRWdqmLa7AQ2H83nqWt78/CYHnoSajPRwYNmV4O7+9LF15VFiSd08KC1OzU2xf82pfL35QeprLHx+/ieTBsTgZNVjxi3tBOFp5j60RaO5pby+l0DdU6ZZqaDB82uRIQb+ofw/rpkCkor9Tik1m7sSS/ij/N3syutiNFRATw/KZqwAHd7N6tDOJB5kqkfbqW0oppZ9w9hZGRA4ydpF0SHv5rd3dA/mGqbYtneTHs3RdMuWWlFNc8v2sdNb60nvbCc1+8ayOwHhujA4TLZeCSX29/9EYVi7iPDdeDQQnTPg2Z3/UK86NHJnXnb07h7SPtNO6y1b2WV1SxKzODfKw9xoqice4Z248lreuPtpidEXi7f7kzn91/uIszfnVkPDCHUx9XeTWq3dPCg2Z2IcGdsV15aeoBDWcX0DPK0d5M0rUmUUuxOL2LO1uMs2HmCkopq+gR78eY9VzC4u54QebnkllTwtyX7mbc9nSHhfvz33lgdtLUwHTxorcJtg7vwzxWH+GzzMf5yUz97N0fTflJ1jY1529P5aGMK+zNO4uLowPUxIdw1pCux3X31jP7LpKC0kk82pfL+umROVdXwy7ER/GpCFC6OOkNnS9PBg9Yq+Hs4c010Z+ZtT+PJib1xddJvfq31UUqxbE8mf19xkOScUvoEe/H8zdHcNCAEb1f9SfdyOZZXxvvrk5mbcJzyKhvjewfyf9f1JjJQ91peLk0KHkQkBSjG2Jq3WikVKyJ+wBdAGJAC3KGUKhCRn2HkthfznF8qpXaZ15kIvI6RC/99pdTLZnk4MAfwB7YB9yqlKkXEGZgNDMbYfe9OpVSKec7TwINmm55QSi2/pJ+EZnf3De/Owl0nmLk2mV9dHWXv5mjaWTYm5fLKsgPsSisiMtCD9+4dTHzfIN3LcJkopdhxvJAP1h9l6e4MLA7CpIGhTBvTQw912sGF9DyMU0rl1nn8FPC9UuplEXnKfPwkcBS4ygwkrsXYQneoiFgwNtmJA9KArSKyQCm1D3gFeE0pNUdE/oMRFLxrfi9QSkWKyF1mvTtFpC/Gpjr9gBDgOxHp2VE202mvrgzz4/r+wby9Jombrwihu7+ena7Z3+60Il5dfoB1h3MJ8Xbh77f155ZBXXSWwsukorqGxYkZzNqYQmJaEZ7OVh4a04P7R4TT2dvF3s3rsC5l2GISMNY8/hhYAzyplNpYp84moDbzzxAgSSmVDCAic4BJIrIfY8vfe+pc6y8YwcMk8xjgK+AtMcL8ScAcpVQFcNTcpW8I8OMlvB6tFXjm+r6sOZDNXxbs5cOpV+pPdZrdJOeU8M+Vh1icmIGvmyN/ur4PPx/WXY+nXyaZReV8ujmVz7ccI7ekkohO7jw3qR+3DOqCh7Mecbe3pv4LKGCFiCjgPaXUTCBIKZVhPp8JBNVz3oPAUvM4FDhe57k0YCjGUEWhUqq6TnnouecopapFpMisH4oRmFDPOaeJyDRgGkC3bnoJYFvQ2duF38T15IXF+1m2J5NrY4Lt3SStA7HZFBuP5DFn6zGW7snE2erAExOieGh0uN6D4jJQSrEttYBZG1NYtieTGqUY3yuQqSPDGBUZoD9MtCJNDR5GKaXSRSQQWCkiB+o+qZRSZmBxmoiMwwgeRjVPUy+cGeTMBGMLX3u1Q7swU0eEMW97Os98u4ehPfzx01kntRaWUXSKrxLS+CLhOGkFp/Bxc+T+EWE8fFUEnTyd7d28dq+8qoaFu04wa2MKe0+cxNPFytQRYdw7vLsevmylmhQ8KKXSze/ZIjIfY4ggS0SClVIZIhIMZNfWF5H+wPvAtUqpPLM4Heha57JdzLI8wEdErGbvQ2153XPSRMQKeJv1G7qW1g5YLQ784/YBTHp7Pc8u2Mubd19h7yZp7VRZZTXPL9rPF1uPYVMwMtKfP0zsTXzfID08cRnklVTw8Y+p/G9TKvmllUQFevDCzdFMviIUdz000ao1+q8jIu6Ag1Kq2DyOB54DFgBTgJfN79+a9bsB8zBWTByqc6mtQJS5siIdY8LjPWavxWrgNowVF6evVeceP5rPrzLrLwA+E5F/YUyYjAK2XPyPQWtt+oZ48cT4KP658hDXRnfmOj18oTWzfSdO8vjn20nOLWXK8DDuHxmmP+VeJkdzS3l/XTJfbUujssbGhN5BPDAyjOER/npooo1oSmgXBMw3/0GtwGdKqWUishWYKyIPAqnAHWb9P2PMS3jHPKdaKRVrzll4DFiOsVTzQ6XUXvOcJ4E5IvICsAP4wCz/APjEnBCZjxFwoJTaKyJzgX1ANTBdr7Rof345NoIV+7L40zd7GNOzk54kpTULpRSzf0zlxSX78XF15H8PDtX7H1wm21ILmLn2CCv2ZeFoceDWQaH8YnQPIjp52Ltp2gUSpTrGVIDY2FiVkJBg72ZoF2jHsQImv7ORZ27oy4Ojwu3dnA5BRLYppWLt3Y6fcrHv54LSSv7wdSIr92Uxrlcn/nH7APw99JyGlmSzKb7bn8XMtckkpBbg7erIvcO6M2VEmJ5Pchm01PtZf5TTWrUruvlyZZgvH64/ypTh3bFa9Eaw2sXZnJzHr7/YSW5JBc/c0JcHRobpLvIWVF5Vw/wd6fx3XTLJOaWE+rjy7I19uSO2q57P0A7of0Gt1XtodA+mfbKNZXszuaF/iL2bo7VB7645wt+XH6C7vzvzHx1JdKi3vZvUbhWWVfK/TanM2phKbkkF0aFevHH3FVwX3VkH/+2IDh60Vu/qPkGEB7jz37XJXB8TrD8tahckMa2QV5Yd4LqYzrx62wA9d6aFHM8v44P1R5mbcJyyyhqu6tmJh8f00JMg2yn9LtJaPQcH4YFR4TzzzR62phQwJFxvdXwpwsLC8PT0xGKxYLVaSUhIYMaMGSxcuBAnJyeACBHxUUoVmnvVzKhzen9gkFJqp4gMBmYBrsAS4FfmaqiG9r0RjL1trgPKgKlKqe0AIjIF+JN5jxeUUh83x2tNzSvl8c934O/uxCu39teBQwvYk17Ee2uTWbI7AwFuGhjCtDE96N3Zy95N01qQfidpbcJtg7rwrxUH+e+6ZB08NIPVq1cTEHBmhUFcXBwvvfQSVqsVESkHnsZIN/8p8CmAiMQA3yildpqnvQs8BGzGCB4mYmSUbWjfm2sxllVHYWSXfRdj3xs/4FkgFiOb7TZz35uCS3mNKbml3PafH6m22fho6pU6Q2QzUkrxw6EcZq5NZuORPDycrTw4Kpz7R4YR7O1q7+Zpl4EOHrQ2wdXJwr3DuvPm6iSSc0rooZd2Nav4+Pi6D0s5sydNXXdj5GLBTAznpZTaZD6eDdyMETzUu++NWT5bGUu8NomIj3mdscBKpVS+ea2VGIHI5xf7evJKKpj60RZqbDa+fHg4UXrXxWZRWW1j4a4T/HddMgcyiwnycubpa3tz99BueOngrEPRs1e0NuPe4WE4WhyYtTHF3k1p00SE+Ph4Bg8ezMyZM+urEsCZPWnqupMzf9BDMfaUqVV3f5mG9r2pb3+b0J8oP7fd00QkQUQScnJyGnp5AHy6+RgpeWX8975YHTg0g+LyKmauPcKYV1fzuy93oRT84/YBrPvDeB6+KkIHDh2Q7nnQ2oxOns7E9w1icWIGf76hr565fZHWr19PaGgo2dnZxMXF0bt3b8aMGQPAiy++CMbQwad1zxGRoUCZUmrPhdyrvn1vLtaF7FXTzc8NAGerTjF9KTKLyvlow1E+23yM4opqhvfw56VbYxjbs5OeBNnB6eBBa1OujwlmUWIGW47mM0JnBbwooaHGh/rAwEAmT57Mli1bGDNmDLNmzWLRokUAR9X52ePu4uxhhHTOHtqou79MQ/veNLQnTTpnhjlqy9dc5MsDOJ0xcn1SLjFd9LLMC3Uws5iZa5NZsCudGpviuphgHh4ToX+W2mn6o5vWpoztFYiro4XFuzMar6ydp7S0lOLi4tPHK1asIDo6mmXLlvHqq6+yYMECAFvdc0TEASP9/JzaMnNY4qSIDDNXUdzH+XvSwPl71dwnhmFAkXmd5UC8iPiKiC/G/jnLL+V1dvJ0pndnT9Yn/fTwhnaGUoqNR3KZ+tEWrvn3WpbszuBnQ7vzw4xxvHXPIB04aGfRPQ9am+LqZGF870CW783k+UnRODjortMLkZWVxeTJkwGorq7mnnvuYeLEiURGRlJRUUFcXBxAXxH5j1LqEfO0McBxpVTyOZd7lDNLNZdyZp7Ey9S/780SjGWaSRhLNe8HUErli8jzGJvnATxXO3nyUoyMDOCTTamUV9XoHTJ/QnWNjaV7Mpm5Npnd6UUEeDjxu7ie/HxYd3zdnezdPK2V0sGD1uZM6BPI4t0Z7Ms4qTMFXqAePXqwa9eu88qTkpJOH4vIvjqBA0qpNcCwc89RSiUA0fWU5wET6ilXwPT62qWU+hD4sCmvoalGRQbwwfqjrDqQrXdlrUdZZTVztx7n/fVHSSs4RY8Ad/42OYZbBoXqYEtrlA4e6vhuXxZfb0/DQQR3Zwsezo54ulgJ8HQm0NOZIC8Xuvi64u/upCcL2VHd8WwdPGgNGRHpT68gT/5v/m5iQr3pak6i7OhyiiuY/WMKn2xKpbCsisHdfXnmhr7E9QnSPXlak+ngwXQkp4SH/7cND2cr/h5OlFXUUFJRTUlF9Xl1XR0tdPF1Nb/c6OztQpCXC4GezgR6ORPo6YKvm6MOMFpIkJcLPYM82JCUyyNXRdi7OVor5Wy18N69g7nprfVM+2Qb8345AlenjvuJOjmnhP+uO8rX29OoqrER1yeIh6/qweDuOumaduGaFDyISApQDNQA1Uqp2OZMQducaW4vVkQnD/51xwCu7hN01o5v1TU28koryT5ZQebJctILykgrOGV8FZax/VghRaeqzruek8WBTp7OdDJ7LbxcjV4MTxdHOnk4EejlQoCHM96uVjycHfFwseLmaNGRfxONjAzgs83H9Hi29pPCAtx5/e4reGDWVp6al8i/7xzY4YL6ban5vPdDMiv3Z+FoceDWQV14aHS4TrSmXZIL6XkYp5TKrfO4OVPQNkua24t4/WeZNPC8vDRYLQ4EeRk9CzHU30V+qrKG7OJysosryD5ZQdZJ87i4nOyTFaTmlVFcXkWx2ZNx3iI4kwh4OFnxcLHi4Wx893Z1xM/diQAPZ/zcnfB3d8Lfwwl/d+fT5R3x09ToqAA+2pDCttSC08MYmlafcb0C+X18L/6+/CAxod78YnQPezepxVXX2Phufxb/XXeUbakF+Lg58vi4SO4dHkYnT2d7N09rBy5l2KJZUtCKyBqaKc1tnax2l5Wrk4Xu/u5093dvtG6NTZFXUkF2cQU5JRWUlFdTXF5NSUWVcVxRTUm5EWQUl1eTW1LBocxicksrqay21XtNf3cnuvu7EebvTliA+5ljf3e83dpn5rch4f5YHYT1Sbk6eNAa9ejYCHanFfG3JfvpG+zVbnOE5JdWMmfrMT7ddIz0wlN08XXlrzf14/bYLrg56VFqrfk09X+TAlaYmeLeMzO9NVcK2uZMc3tW8CAi04BpAN26dWviS21ZFgch0MuFQC+XCzpPKUVpZQ35JZXkllaQX1JJXmkFuSWVpBWUkZJbxo/JeczbkX7Web5ujoQFuNO7sxd9gz3p1dmL8AB3Ajza9qRPD2crV3TzYUNSbuOVtQ5PRPjHHQOY/HYJ0z/bzsLHR9HFt/1MoNx7ooiPN6bw7c4TVFTbGBHhz59v7MvVfYKw6KFQrQU0NXgYpZRKF5FAYKWIHKj7ZHOmoG3IxdzjQtLZtnYiYgxlOFvp5t/wL73yqhqO5ZeRkltKal4ZR/NKOZJdwpLdGXy+5djpeh7OVqOHIsCdMLOnIjzA6D1pK4HFqMhO/Pv7Q2QXlxPoeWHBmNbxeDhbmXlfLDe9tZ6HP9nGV4+07QmUVTU2lu/N5OONKWxNKcDV0cJtg7swZUQYPfV+HloLa1LwoJRKN79ni8h8YAjNl4K2OdPcdngujhZ6Bnme98tDKUVGUTkHs4pJzS0lJa+Mo7ml7E0vYtmeTGpsZ2IrD2crYQFudPd3J9wcCgnzdyM8wB1/j9YzXnrjgGDeXHWYV5Ye5J93DLB3c7Q2IDzAndfvGsiDHyfw9LxEXmuDEyhzSyr4fPMxPt18jMyT5XTzc+NP1/fh9sFd2+0wpdb6NBo8iIg74KCUKjaP44HnOJOC9mXOT0H7mIjMwZjEWGT+8V8O/M1MP4t5nafN7HInzXS1mzHS3L5Z51pNvsdF/xQ6ABEhxMeVEB9X6HX2c1U1NtILTnE0r/RMj0UDgYW/uxNRQR70DPKkq68bXXxdCfV1JSzA/bLvrNejkwcPjenBu2uOcEdsF4b28L+s99fapvG9g/jN1T3518pD9O/iwwOjwu3dpCY5mFnMf9cls2DnCSprbIyOCuDFydGM7RWohya0y64pPQ9BwHwzOrcCnymllonIVpovBW2zpLnVLo6jxcHoXQhwrzewSCs4RUpeKck5pRzOKuZgVjHzt6dTfE4OjGBvF3oGeRIZ6EFYgDs9zGsGe7m02BLUJ8ZHsWDnCZ75dg+LnxiNo95pU2uCx8ZFsie9iBeX7Kd3sCcjIlrnBEqlFD8m5zFzbTJrDubg6mjhriFdmTIijAi91FKzIzl/87z2KTY2ViUkJNi7Ge2GUoqTp6pJKzTyXiTnlHIoq5gDmcUk55RQUWdliLPVwVwJYsyxCDfnV4QHuNPJ0/mSu42/25fFL2YncOugLrx0SwxOVh1AXAoR2aaUirV3O35Kc7yfi8uruPntDRSUVbHw8VGE+rg2U+suXXWNjSV7Mvlvnf0mpo4I42dD9X4T2oVpqfezXrujXRQRwdvNEW83b/qFnJ3/wmZTZJ4sJyW39PRQyNHcUpKyS1h1IJuqmjMBq7u5zLWbnxvBPi6E+rgS7O1KsI8LId6udPJ0brRL9uq+QTwxIYo3vj/M8fwy3v35oFY1N0NrnTxdHJl5XyyT3trAI59s48tHhts94VhpRTVzE47zQe1+E53ceemWGCZfofeb0FoX3fOgXVY1NsWJwlMk554JKlLySkkrOMWJwlOUVdacVd/qIAR5uRDi40KIjytXdPVhZGQAkYEe5/VYLNh1ghlf7sLL1ZFJA0KYGN2ZmC7eOFvP/6V7ovAUx/LL8Hd3wsFBsIjgIIKDg7Gc1sF8bBzDqaoaisurOXmqyvheXsXJcx4Xl1dTUl5FZY2NymoblTUKF6sDoT7GvJBufm5M6BOEXyv/5NhReh5qrdyXxUOzE7h7SDdeuiWmWa55obKLy/l4Ywr/23SMolNVXBnmy7QxEUzoHaizzmqXRPc8aO2CxUHo6udGVz83rurZ6aznaodCThSdIqPoFCcKyzlReIqMIuP7lqP5fLvzBACBns6MiPBnRGQAIyL86eLrxk0DQgj3d+dfKw/y8Y8pvL/+KA4Cob6u9AjwIDzAnYhO7oQHePDzDzbb4dWf8cmDQ4gM9MAigoiglKKyxkZ1jaKqxkZljY2qGkXWyXIqqm3cEBOs/4i0kLi+xh4P7/2QzFU9A5gYffl24NyTXsSHG46yaFcGVTYb1/TtzLSrejCom2/jJ2uaHengQWs1zgyFONIn2KveOsfzy9iQlMuGI3msT8rlGzOYCPN3Y2yvQMb3DuQ/9w6motrGukO5HMwq5mhuKck5JWxNyT+vZ8Ne7v1gywXVd7I4MDG6cwu1RvtdXC9+PJLHk1/vpn8XH2NVUguprrGxcl8WH21IYUtKPm5OFu4e0pWpI8MJD2g8S62mtQZ62EJrs5RSHMwqZmOSEUhsSMqlotqGu5OF0VGdGN8nkHG9Ak/n8ldKkV1cwaOfbmdbaoGdW38+q4Pg7mzF6mAMlzhZHYgM9GBUZAAPjAy/bD0PHW3YolZKbinXv7GOfqHefP7QsGZf/lhUVsWcrceY/WMq6YWn6OrnypThYdxxZdfLvsxZ6zj0sIWmnUNE6N3Zi96dvXhgVDinKmvYeCSX7w9ks2p/Nsv2ZgIwoIs3V/XsxOienYgO8SYxrRAniwMxXbyxOAjlVTWcqqzhVFUNShkblFkcBAGqbYrKahtVNTZOVdVQXlX//iLnchBjUzUniwNWi2B1MIYnLOY8igBPZzp7ORPsbWztPrZXIJGBeumdPYUFuPPcpGh+9+Uu3lmdxOMToprluknZxXy0IYV529M5VVXDsB5+PHtjXybo1NFaG6Z7HrR2SSnFvoyTrNqfzaqD2ew6XohNGdkzS8z8FD5ujvQK8sTVyYKrowUXRwsWB8FmU9iUwqbAahGcrQ44WhxwcbTgZe506u5sRSmothkTI6vN+Qq18xaM4YtEVAAAEplJREFU8jNzGGpqr2kzcmfklFSQWVROZlH56XwZUYEeTIzuzNhenegX4m232fUdtecBjP83v/5iJ4sSM5j78HAGd7+4uQc2m+KHwzl8tCGFtYdycLI6cPPAEKaOCKdvSP1DcprWElrq/ayDB61DKCqrYuORXNYezmXtoRzSC08B0NXPldFRnRgTFcDwiAC8XS9/93FG0SmW78lk2d5MthzNx6aMno9eQZ509XM9HZRU1Ri9HrWrQESMlSC1vRnuzlbcnCy4OVmwODhgcTDqOlsd8HJ1JMTblQl9AhvNq9GRgwcw8j9c89pauvq58cXDwy/o3NKKar7ensasjSkk55QS6OnMfcO7c/eQbnr5sGYXethC0y6Bt5sj18YEc21MMEopUvLKWHc4h3WHc1mw8wSfbT6Gg8CArj6ng4kBXX0uS8bKYG9Xpo4MZ+rIcPJKKtiWWsCutEJ2HS8iOacUJ7Pnw8niAGJMuKvtGTG+K6prFGWVNZRVVlNaUXOmp8OsV+t/Dw5lVFTrzKbYWni6OOLn4dTknh+lFAcyi/l6WxpfJBynuLyaAV19eP2ugVwbHayTlmntkg4etA5HRE5nuLxveBhVNTZ2Hi9k3aEc1h7O5a1Vh3nj+8N4OlsZHuHP6J5GMNHdv+Vnwvt7OBPfrzPx/ZpvZUVFdQ0HMoqZ9PYGXvvukA4emuBYXhlXdP3pIYsjOSUs3HWCRYkZJGWXYHEQro3uzAOjwvVSS63d08GD1uE5Why4MsyPK8P8+G18LwrLKtl4JI915hDHin1ZAHTzc2NUVABjogIYGRmAZxuZIZ9TXMGnm1MBeHBUOGFhYXh6emKxWLBarSQkJDBjxgwWLlyIk5MTQISI+CilCgFEpD/wHuAF2IArlVLlIjKYM3vSLAF+pZRSIuIHfAGEASnAHUqpAjHGS17H2JemDJiqlNpu3mMK8CezyS8opT5u6Z9LQ4rKjARg3fzcziq32RT7M0+y5mAOixMz2JdxEhEYEubH1JujuTa6sx6a0DoMHTxo2jl83Jy4LiaY684Z4lh7KJdvd6Tz2eZjOFsdGN87kJsGhDCudyAujhaUUhSWVXGi6BRzthznsy3HqLEprgzzJSbUx5if4GDMQXA2J2i6ODrgYjWOXZ2MY+fa8to6VgdcnSy4WC31LtesqK4hr6SS3JIKcksqyCmuILekkiM5JWxOzie98BQiMGV4d66LMRIgrV69moCAMz0QcXFx/9/e+UdZUZ53/PPAlaX8XGAXgqsEVneDhmigCBoBLTksGDw1HGlCSCK1pmhITus5rVFqakis1VDbeBITjScnIR5tTGJbsyEiEIw1pKICZfllKIuiggIuWn4ZFhae/vE+l51d7r17595Z9m55Pufcc2eeeWfmO88779xn5nnvvNx7772kUilE5CiwELhdRFLAY8DnVbVBRIYAx221h4C/JIyG+zQwgzCo3R3AKlW9T0TusPnbgWuAGvtMtPUnWrDxNWA8oMA6EalX1S75P+0b774PwPmD+7D34FF+u72J1dvfYXVjE02HjwEwdkQ5d117MTMvGc6wAb27QqbjdCkePDhODjKlONa//h7LNu9h6ca3WLZ5D/3KUkypraDhzQOnOmJGeXnne7zy9iFOqnLipLYZNCwuvXr2oMwCi7JUDw4dbeHAH45nLDukby8uGzmYL0wexVW1lVTnGIWxrq4uOnsEOC+9CNioqg0AqrofQESGAwNUdY3NPwp8khA8XAdcbev/GHiOEDxcBzyqoZf2GhEpt+1cDaxMj7IrIisJgchP8nZMgqSDh0X1W9hz8CgAFf16MenCCibXVDKppsIDBuesx4MHx4nBOT17MLF6CBOrh/DVmRfxwqv7qd/wFr/Zto+Lhg/gxitHcm75H7Hg8fUAfHfuOKZ/eBipSMdL1RBANB8/ydGWE+E9E/YOiaPHT9jnJM0trdN/iNiPHj9Bc8sJmo+fpH/vFBX9yqjoXxa++/Wiol8Zlf3Lsnb4ExHq6uoQEW6++Wbmz5/fvkgFIQgAqAVURJYDlcATqroYqAJ2RdbZZTaAYar6tk3vAYbZdBXwZoZ1stm7hH69U/QvS3HB0L78+ZUjmVxTwUUfGOCvB3ecCHkHDyLSE1gL7FbVa0VkKnA/0AtYB9ykqi0iMpDwmHOEbf9+Vf2RbSNjXjPJ3KnjnClSPXswuaaSyTWVpy3bed/MrOuJyKmUxEDOfL+J1atXU1VVxb59+5g2bRqjR49mypQpANxzzz0QUgePW/EUMAm4jNDWVonIOuBAPvuydpzI/8FFZD4wH2DEiBFJbDIjV9VWsnFRXdFDxTvO/2fi/Ifor4FXAESkB+Fx5BxVHQO8Dsyzcl8CtqrqpYTHkf8sIr0iec2JwATgayKS7pKczp2m86EzzJ7OndYAq2we2uZO59v6juPkQVVVuKkfOnQos2bN4qWXwjgbS5YsYenSpQCvaesLYHYBz6tqk6q+TwjuxwG7aU1tYNO7bXqvpSPS6Y19Zt8NnJ9hnWz2NqjqI6o6XlXHV1aeHrAliQcOjpObvIIHETkPmAn8wExDgGOq+j82vxK43qYV6G9PB/oB7wItwHQsr2kdoVYCM6K5U7tgpXOnEHKk6V7XP25nf1QDa4B07tRxnBwcOXKEQ4cOnZpesWIFY8aM4ZlnnmHx4sXU19dD+EdFmuXAR0Skj3WevIpwc/A2cFBELre2fgPwC1unntabiXnt7DdI4HLggG1nOVAnIoPshqLObI7jlCj5pi0eAL4C9Lf5JiAlIuNVdS0wm9Y7hwcJF4m3rPynVfWkiOTKdyaVO307Yjtjjzkdp7uwd+9eZs2aBUBLSwtz585lxowZXHjhhTQ3NzNt2jSAi0XkYVW9xdKE/wK8TLgxeFpVf2WbW0BrunEZrf0k7gN+JiI3EZ5KfsrsTxNSjY2EFMiNAKr6rojcbfsA+Ea686TjOKVJh8GDiFwL7FPVdSJyNZzKY84BviUiZcAKID3W8XRgAzAVuABYKSK/LVZoIblTVX0EeATC62yL1eA43Z3q6moaGhpOszc2Np6aFpGtqnpLel5VHyP0Y2qD3TiMyWDfD3w8g10Jac3TUNUfAj/M6yAcx+ly8klbXAn8qYjsBJ4AporIY6r6gqpOVtUJwPNAOoVxI/DvllJoBF4DRpM735lU7tRxHMdxnE6mw+BBVReq6nmqOhKYAzyrqp8TkaEA9uThduBhW+UN7K5DRIYBHwJeJUteM+HcqeM4juM4nUwx73m4zVIaPYCHVPVZs98NLBGRTYAAt6tqE0COvGYiuVPHcRzHcTqfs2ZIbhF5hxCAQHgJTlMXyikG1941nE3aP6iqnftfyCJp156h9Oqn1PRA6WlyPblJSk+ntOezJniIIiJrO2N88zOBa+8aXHtpU2rHWGp6oPQ0uZ7clJqe9vhA847jOI7jxMKDB8dxHMdxYnG2Bg+PdLWAInDtXYNrL21K7RhLTQ+UnibXk5tS09OGs7LPg+M4juM4hXO2PnlwHMdxHKdQVLXkP0A58CTwe8LInlcAfwZsIQziM75d+YWEd0BsA6ZH7DPM1gjcEbGPAl40+0+BXmYvs/lGWz6yo30Uox2YRhjefJN9T40s+2OzNwLfpvWp0WDCIGPb7XuQ2cXKNQIbgXGRbc2z8tuBeUn53dYZARwG/ra7+N3KXwK8YMs3Ab27g9+BcwiDxm2ysgu70u9Ftum7zWcbCK+8P7fdOpcRBtmb3ZFPC6i3crMdA47adgvRc8LKbwDqC/W56dlkepqBW7PpIYxefCCy37s66Rz4OqFtNxNeBpi1zjrQtNOObQOwNmKP1abMRy+bj44B38hVZ6ZpA6Ed/WfSPopTZx3oScQ/ca45BbXhJDfWWR/CxfELNt3LKukiwtsrn6PtxfRioMEqeBSwA+hpnx1AtW2jAbjY1vkZYXhxCG/K/KJNLwAetuk5wE9z7SMB7WNpbXxjgN2RZS8Bl9uJsgy4xuyL0yc8Ycjyb9r0J6yc2HovRk7AV+17kE0PKlZ7ZJ0ngZ9jwUM38XuK0Ogutfkh6e2Wut+BucATNt2HcOEZ2VV+L7JND4gs/6u0lsh59CzhBXGzO/JpAfX2a8IFW4BJwNq4esx+OMvxxvX5U4TB/8qAWsJr/ssz6SH8CC3NsM+kz4F3gVsi58DgbD7KpsmW7QQqMtjjtqmfAO+YjqG23RFZ9JQDW9PLgaGd4KM4dZZRT8L+yfuaU1AbTmpDnfUBBlolSJblz9H2YrqQtndfywkR8hWE12G3KWcObwJSZj9VLr2uTaesnGTbR7Ha2y0TQmMtA4YDv48s+wzwfZveBgy36eHANpv+PvCZyDrbbPmpdTOVK0Y7Ycj0fwIW0Ro8lLzfCY3vsQzlSt7vtt1fmp+GEMaYGdwVfk+qTUf0PhSZv5UwqNYSWoOHjD6NW2+m52Cmeoujx+ynBQ8F+Hwgoe1n9XlUD9mDhyTPgUWmSTLpyVeTLdtJ5h/HOG2qljDWUdY21U7PAuAfOtFHcesso54E/ZP3NafQT3fo8zCKEF3+SET+W0R+ICJ9c5TPNfR3JvsQ4H9VtaWdvc22bPkBK59tW8Vqj3I9sF5Vm0l22PJO0S4i/QhjnHy93aLu4PdaQEVkuYisF5GvRHSUtN8JT3qOEIajfwO4X8Nr37vC7/mS9RhF5B4ReRP4LHCX2aqAWcBD7baTy9dx6m0UId3w+bQe4C2gKqYegN4islZE1ojIJ80W1+djgePANRE9e7LpMa4QkQYRWSYiH+7AP4WcA6OB97A6IzzdqjZ/xNEEYWj3FSKyTkTmR+xx2tR4QnrpsoiP9ubwUS0wSESes/3ekLCP4tZZNj1J+SfONacgukPwkALGESK2sYQL5R1dKylvCtJuDe2bwM1xdqYhvNQCdGYirvZFwLdU9XBC+y+GuNpThEfVn7XvWSJy2pDS2ehiv08g/PCdS/gR/BsRqU5IS2eR9RhV9U5VPR94HPiylX+AMEbOySRFROotRbhzfCqiZ2SBej6o4a2Ac4EHROSCAqT1BCqBVRE9l+TQs972eynwHcLj86QRgk/SddZCCKAK0TRJVccB1wBfEpEp7XeWR5vqSfghfCnioyk59KQI/WBmAtOBvxeR2lgeyE3cOsulJwn/dDrdIXjYBexS1Rdt/knChScbuYb+zmTfD5SLSKqdvc22bPlAK5/vkOBxtSMi5wH/AdygqjsiOpIatryztE8EFtvQ7bcCfyciX86xv1Ly+y7geVVtUtX3CXnscXQPv88FnlHV46q6D/gd4a6sK/yeL/kc4+OEp2/Y8Txh59Zs4Ht2V5/L13HqbRfhYn8ooqeStseYjx5Udbd9v0pIMY0lvs+3EO5mj0X0tPf5KT2qejAdtKvq08A5IlKRwz+FnAONwMFInR0mPBqPko+mqI/2Ea51E2z9OG2qAUujRHw0KpuPCHW8XFWPaBio8Xng0gR9FKvOcuhJyj9xrjkFUfLBg6ruAd4UkQ+Z6eOEjibZqAfmiEiZiIwCagidp14GakRklIj0InR0qbcI7jeEiwCcPvT3PJueTRiOXHPsoyjtIlIO/IrQKeZ3ke0kOWx5xqHRi9WuqpNVdaSGodsfAP5RVR+kG/jdjv8jItLHLgZXAVu7g98JqYqpAPbo/3LCPxjOuN/zJdsxikhNpNh1dhyo6qjIufUksEBVnyKLT+PWm+l5HfiilZ9HCCT6xdFjOsoA7IfySsJ5FNfnewid2+bZ9q4n/KsmPQpxGz0i8gHTjYhMIFzX95PsOfCvhABgjJ0DtcAL2eosmyYR6Ssi/c3e1+psc7a6idjbt6mNhIBmptX9TMKP+PZMemxbk0QkJSJ9CDc7ryToo1h1lk1Pgv7J+5pTMJpQ54nO/AAfJfR+3kh4/DWI8MhsF+EvMXtp2+nlTkIP2m1YL2uzf4LQoWwHcGfEXk24GDYS/ilQZvbeNt9oy6s72kcx2oGvEu6ANkQ+6V7B4wkn0Q7gQVo7Lg0BVhEaza+BwWYX4LtWfhNtO9n9hR1TI3BjUn6PrLeItn/VLGm/W/nPEe4eNgOLI/aS9jvhB+7npn0rcFtX+r3INv1v5uuNhE6gVRnWW0LbDooZfVpAvX2UcCfXTLiD/JO4eoCPWZ032PdNhfrc9KTr+xDhr7oZ9RAehW+x/a4BPtZJ58B3CP0MjgL/lavOsmmy/TbYZ0s7TbHalPnoNfPRYUIH1qx1BtxGaCObgVuT9lGcOsumJ0n/xLnmFPLxN0w6juM4jhOLkk9bOI7jOI5TWnjw4DiO4zhOLDx4cBzHcRwnFh48OI7jOI4TCw8eHMdxHMeJhQcPjuM4juPEwoMHx3Ecx3Fi4cGD4ziO4zix+D9GFh63WPEqOwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x1440 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_path(train_all_data,2)#'拖网'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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RFRHDyUYv3QfYqQWOeUtEjIyIkX365KemxKCyuqZDomsOOgp3SDRrB+rPkzD58mPaxchvEfGhpGeA/YFekkpT7UDhkOc1w6HPkVQKbEbWMdHaiYo0iFGZOyR2GP5LmuVceWV1ncTgjSuPy3ViIKmPpF5peWPgk8AU4Bng82m3U4AH0/JDaZ20/ek00Jm1E+U1dyu4WaHDyO8njJnVmScBYNbV7WKehK2BuySVkP0D8seIeFjSZOAPkn4C/Bu4Le1/G/A7STOAxcCJxQja1l9FGw6CZG3DyYFZTs1f+jH7XJXNkzBwi435x38dUeSImiYiJgJ7NlA+k6z/Qf3yj4EvtEFo1kpSlwNKnBx0GK4DMsuhGfOX1yYGBw/t3W4SA+vc2kGtljWRkwOznBn/1gcc9cu/A/Af+w7id6fvW+SIzKyzcbOCWY48Ofl9zrh7HAA/OHoY5xwxtMgRmVln5OTALCfuffFtLnjgNQCu/fzufGHkwCJHZGadlZMDsxy4bsx0rn/qDQDuOHVvDt+xb5EjMrPOzMmBWZH94E+vct/4OQA8ePaB7DGwV5EjMrPOzsmBWRF98bcv8NKsxQA8+4PDGNy7e5EjMjNzcmBWNPtc+STzl60C4OULj6JPz25FjsjMLOPkwKyN1Z8nYdJlx9Cjmy9FM8sPfyKZtaHyymqGXfRo7fobVx7naW7NLHf8qWTWRpavqqyTGMy6epQTAzPLpVx+MkmaLek1SRMkjWtg+2aS/irpVUmvSzq1GHGaNdX8ZR+z2yWPA7DNZhsx+5rjPdSsmeVWnpsVDo+IhY1sOxuYHBGfltQHmCbpnogob8P4zJpk5oLlHPGLbDjkA7bfknu/tl+RIzIzW7tc1hw0QQA9lf3r1YNsmtfK4oZktqYJ73xYmxh8aeRAJwZm1i7kNTkI4AlJ4yWd2cD2XwM7A+8CrwHnRkR1/Z0knSlpnKRxCxYsaN2Izep5eur7fObGfwLw3aOG8dPP717kiMzMmiavycFBETECOA44W9Ih9bYfA0wAtgGGA7+WtGn9g0TELRExMiJG9unTp9WDNqvxfy+/zWl3Zt1lrvncJzj3KE+gZGbtRy6Tg4iYm37OBx4A9qm3y6nA/ZGZAcwCdmrbKM0adsNTb/CjP2cTKN12ykhO3GdQkSMyM2ue3CUHkrpL6lmzDBwNTKq329vAkWmffsCOwMy2jNOsIT+6byK/HDMdgPu/eQBH7tyvyBGZmTVfHu9W6Ac8kG7zKgXujYjHJJ0FEBE3A1cAd0p6DRDwo7Xc2WDWJk66dSz/nLEIgKe/fyjb9elR5IjMzNZP7pKDiJgJ7NFA+c0Fy++S1SiY5cKB1zzN3A8/AuClC4+kb8+NihyRmdn6y11yYNaeRARDzvc8CWbWsfhTzGw9VVRVM/TC1cMhT//JcXQtzV03HjOzZvMnmdl6WLGqsk5iMPOqUU4MEkkDJT0jaXIa3vzcVD5c0tiaYdEl7ZPKJekGSTMkTZQ0orivwMz8aWbWTAuWrWLXNE9Cn57dmH3N8XTp4nkSClQC34+IXYD9yMYq2QX4GXBZRAwHLk7rkI1nMjQ9zgRuavuQzayQkwOzZpi9cAV7X/kkAPsM3oKXLzyqyBHlT0S8FxGvpOVlwBSgP9nIpzWDlW1GNsIpwGjg7jRuyVigl6St2zhsMyvgPgdmTfTqOx8yOg2H/LkR/fnlF4cXOaL8kzQY2BN4EfgO8Likn5P9Y3JA2q0/8E7B0+aksvfqHetMspoFBg3ywFJmrck1B2ZN8My0+bWJwbeP2MGJQRNI6gH8GfhORCwFvgF8NyIGAt8FbmvO8TwculnbcXJgtg73jZ/DqXe8DMCVn92N7x29Y5Ejyj9JZWSJwT0RcX8qPgWoWf4Tq4dFnwsMLHj6gFRmZkXi5MBsLW58ZgY/+NOrAPzPV0Zy0r7bFjmi/EtTqd8GTImIXxZsehc4NC0fAbyRlh8CvpLuWtgPWBIRdZoUzKxtuc+BWSMufOA17nnxbQD+/I392WvbLYocUbtxIHAy8JqkCansAuBrwPWSSoGPSf0HgEeAUcAMYCXZxGpmVkRODswa8JXbX+K56QsAePJ7h7JDX8+T0FQR8TzZnCcN2auB/QM4u1WDMrNmcXJgVs8hP3uGtxevBODFC46k36aeJ8HMOhcnB2ZJ/XkSJl56NJtuVFbEiMzMisPJgRlQWVXNDgXDIU/7ybF0Ky0pYkRmZsXj5MA6vZXllexy8eO16zOvGuXhkM2sU/OtjNapLVq+qjYx2HyTMs+TYGaGkwPrxN5etJK9fpLNkzBiUC/+ffHRRY7IzCwfnBxYpzRp7hIOufYZAD4zfBvu/+aBRY7IzCw/3OfAOp3npi/gK7e/BMDZh2/PD4/ZqcgRmZnli5MD61Tuf2UO3/tjNhzyFaN35eT9Bxc3IDOzHHJyYJ3GTc++yU8fmwrAzf+5F8futlWRIzIzyycnB9YpXPzgJO5+4S0A/nTW/uw92PMkmJk1JpfJgaTZwDKgCqiMiJEN7HMY8N9AGbAwIg6tv48ZwKl3vMQz07J5EsZ89xCG9utZ5IjMzPItl8lBcnhELGxog6RewG+AYyPibUl92zY0ay+O+MWzzFywAoAXzj+CrTfbuMgRmZnlX56Tg7X5D+D+iHgbICLmFzkey5mIYLsLHiEiW3/1kqPZbGPPk2DW0qLmIrMOJa/jHATwhKTxks5sYPswYHNJz6Z9vtLQQSSdKWmcpHELFixo1YAtPyqrqhly/urEYNpPjnViYNZKKquzC63EI4t2KHmtOTgoIuam5oIxkqZGxHMF20vJ5oU/EtgYeEHS2IiYXniQiLgFuAVg5MiRTm87gY/Kq9j54sdq1z1PglnrqqzKPlpLfZ11KLmsOYiIuennfOABYJ96u8wBHo+IFalfwnPAHm0bpeXN4hXltYnBphuVMutqJwZmra2iuhqAriW5/Dqx9ZS7v6ak7pJ61iwDRwOT6u32IHCQpFJJmwD7AlPaNlLLk3cWr2TEFWMA2H3AZky89BgkJwZmra2iMksOykpz93ViGyCPzQr9gAfSB3spcG9EPCbpLICIuDkipkh6DJgIVAO3RkT9BMI6iUlzl/CpXz0PwKd235pf/8eIIkdk1nlUpGaFshIn4x1J7pKDiJhJA00EEXFzvfVrgWvbKi7Lp3/OWMhJt74IwNcP2Y7zR+1c5IjMOpeKqqzmoLSLaw46ktwlB2ZN9eCEuZz7hwkAXPrpXfjqgUOKHJFZ51OTHLjmoGNxqmft0v88N7M2MfjNSSOcGOSIpIGSnpE0WdLrks4t2PYtSVNT+c8Kys+XNEPSNEnHFCdyWx81tzKWuUNih+KaA2t3Lvvr69zxz9kA/OHM/dhvuy2LG5DVVwl8PyJeSZ2Lx0saQ9afaDSwR0SsqhnZVNIuwInArsA2wJOShkVEVZHit2Yor+mQ6OSgQ3FyYO3K1+4ex5jJ7wPw+HcOYcetPE9C3kTEe8B7aXmZpClAf+BrwDURsSptqxnZdDTwh1Q+S9IMstuXX2jz4K3ZapsVfLdCh+K/prUbx1z3XG1i8K/zjnBi0A5IGgzsCbxINrLpwZJelPR3SXun3foD7xQ8bU4qq38sj3iaQ7V3K3hMkQ7FNQeWexHB0AsfrW3bfPXio9lsEw+HnHeSegB/Br4TEUsllQJbAPsBewN/lLRdU4/nEU/zqbLmbgV3SOxQnBxYrlVVB9tf8Ejt+tQrjmWjspIiRmRNIamMLDG4JyLuT8VzyCZMC+AlSdVAb2AuMLDg6QNSmbUDFe6Q2CH5r2m59XFFVZ3E4M2rRjkxaAeUjWB2GzAlIn5ZsOkvwOFpn2FAV2Ah8BBwoqRukoYAQ4GX2jZqW181IyR6+OSOxTUHlksfrixn+OXZcMgbl5Uw+XIPh9yOHAicDLwmaUIquwC4Hbhd0iSgHDgl1SK8LumPwGSyOx3O9p0K7cfqcQ6cHHQkTg4sd+Z8sJKDfvoMADtvvSmPnntwkSOy5oiI54HGMrn/bOQ5VwJXtlpQ1mrKfbdCh+S/puXKlPeW1iYGx+66lRMDs5yr9N0KHZJrDiw3XnhzEV/+n7EAnHHQEC761C5FjsjM1qWy2ncrdERODiwX/vrqu3zr9/8G4Mef2oXTD/JwyGbtQXmV71boiJwcWNHd+o+Z/ORvUwD41Zf35NN7bFPkiMysqSo8fHKH5OTAiuonD0/m1udnAXDv1/blgO17FzkiM2uOmrsVurpDYofi5MCKZrdLHmf5qkoAHj33YHbeetMiR2RmzVUzcmmpOyR2KE4OrCgGn/e32uXnf3Q4AzbfpIjRmNn6qqgdPtk1Bx2J/5rWpiKiTmLw3A+dGJi1Z7XNCr5boUNxzYG1mfrzJEy4+JP02qRrESMysw1V4bsVOiQnB9YmPiqvYueLH6td9wRKZh1Due9W6JCcHFirW7R8FXv95Mna9ZlXjaKLOy+ZdQir51bwNd2RODmwVjVzwXKO+MXfa9dnXT3KEyiZdSA1wye7Q2LHksu/pqTZkl6TNEHSuLXst7ekSkmfb8v4rGnGzV5cJzGYfc3xTgzMOpiKajcrdER5rjk4PCIWNrZRUgnwU+CJtgvJmurhie9yzr3ZcMh9enbj5QuPKnJEZtYaVndIdOLfkbTnVO9bwJ+B+cUOxOr67d/frE0MDh7a24mBWQdWM3xyV9ccdCh5/WsG8ISk8ZLOrL9RUn/gs8BNazuIpDMljZM0bsGCBa0UqhW64IHXuPrRqQCcsv+2/O70fYsckZm1Jg+C1DHltVnhoIiYK6kvMEbS1Ih4rmD7fwM/iojqtbVhR8QtwC0AI0eOjFaN2Pjib1/gpVmLAbj4U7twmmdWNOvwKmqGT3azQoeSy+QgIuamn/MlPQDsAxQmByOBP6TEoDcwSlJlRPylzYM1APa47AmWfFQBwM3/uRfH7rZVkSMys7ZQWeVmhY4od8mBpO5Al4hYlpaPBi4v3CcihhTsfyfwsBOD4ikcDvmBbx7AnoM2L2I0ZtaWVo9z4OSgI8ldcgD0Ax5ItQKlwL0R8ZikswAi4uZiBmerRQRDzl89HPLff3gY227ZvYgRmVlbK/fdCh1S7pKDiJgJ7NFAeYNJQUR8tbVjsjXVnyfh3z/+JJt39zwJZp1NhYdP7pBylxxY/n1cUcVOP/Y8CWYGldU1dyu45qAjcapnzbJ4RXmdxGDmVaOcGFgdkgZKekbSZEmvSzq33vbvSwpJvdO6JN0gaYakiZJGFCdyWx+VnpWxQ3LNgTXZ7IUrOOznz9aue54Ea0Ql8P2IeEVST2C8pDERMVnSQLJOxm8X7H8cMDQ99iUbv8QDZLQT5b5boUPyX9OaZPxbH9RJDDxPgjUmIt6LiFfS8jJgCtA/bb4O+C+ygc5qjAbujsxYoJekrdsyZlt/vluhY/Jf09bp0dfe44Sb/gXAFt27Mvua44sckbUXkgYDewIvShoNzI2IV+vt1h94p2B9DquTicJjecTTHPLcCh2TkwNbq1v/MZNv3PMKAPtvtyWv/PiTRY7I2gtJPcjmP/kOWVPDBcDF63u8iLglIkZGxMg+ffq0UJS2oTx8csfkPgfWqB//ZRK/G/sWACfvty1XfGa3Ikdk7YWkMrLE4J6IuF/SJ4AhwKupOWoA8IqkfYC5wMCCpw9IZdYOVLrmoENycmAN+vItY3lh5iIALjp+Z844eLsiR2TthbJv/9uAKRHxS4CIeA3oW7DPbGBkRCyU9BBwjqQ/kHVEXBIR77V95LY+3OegY3JyYGsYccUYFq8oB+Cmk0Zw3CfcN8ya5UDgZOA1SRNS2QUR8Ugj+z8CjAJmACuBU1s/RGsplTUTL3VxzUFH4uTA6iicJ+HP3ziAvbb1PAnWPBHxPLDWb4qIGFywHMDZrRyWtTLfvdSxODmwWoWJwbM/OIzBvT1PgplZZ+TkwKiuDrYrmCfhlR9/ki08T4KZWafl5KCT8zwJZmZWn5ODTuyDFeXsecWY2vWZV42iizsVmZl1ek4OOqm3Fq3g0GufrV33PAlmZlbDyUEn9MrbH/C53/yrdt3DIZuZWSGPWtHJPDZpXm1isNnGZU4MzMxsDa456ERuf34Wlz88GYB9hmzBH7++f5EjMjOzPHJy0KSwYPoAACAASURBVElc8uAk7nohmyfhP/YdxFWf/USRIzIzs7xyctAJnHzbi/zjjYUAXDBqJ848ZPsiR2RmZnnm5KCD2/vKJ1mwbBUAN/7HCI7f3fMkmJnZ2uUyOUgzti0DqoDKiBhZb/tJwI/Ixm9fBnwjIl5t6zjzrnA45PvO2p+Rg7coYjRmZtZe5DI5SA6PiIWNbJsFHBoRH0g6DriFbKpXSwoTg6e/fyjb9elRxGjMzKw9yXNy0KiI+FfB6lhgQLFiyZv68ySMv+gotuzRrYgRmZlZe5PXcQ4CeELSeElnrmPf04FH2yCm3FtVWVUnMZh6xbFODMzMrNnyWnNwUETMldQXGCNpakQ8V38nSYeTJQcHNXSQlFicCTBo0KDWjLfoPlxZzvDLV8+T8OZVoyjxPAlmZrYecllzEBFz08/5wAPAPvX3kbQ7cCswOiIWNXKcWyJiZESM7NOnT2uGXFTvLF5ZJzGYdbUTAzMzW3+5Sw4kdZfUs2YZOBqYVG+fQcD9wMkRMb3to8yPCe98yME/e6Z2ffY1x3sCJTMz2yB5bFboBzyQvuBKgXsj4jFJZwFExM3AxcCWwG/Sfmvc7tgZjJn8Pl+7exwAPbqVMumyY4ockZmZdQS5Sw4iYiawRwPlNxcsnwGc0ZZx5c2d/5zFpX/N5kkYue3m3PeNA4ockZmZdRS5Sw5s3S776+vc8c/ZAJy490CuOWH34gZkZmYdSu76HNjanXL7S7WJwY+O3cmJgeWOpIGSnpE0WdLrks5N5ddKmippoqQHJPUqeM75kmZImibJ7WNmRebkoB3Z76qn+Pv0BQD86st78o3DPIGS5VIl8P2I2AXYDzhb0i7AGGC3iNgdmA6cD5C2nQjsChxL1peopCiRmxngZoV2o3A45D+dtT97e54Ey6mIeA94Ly0vkzQF6B8RTxTsNhb4fFoeDfwhIlYBsyTNILt9+YU2DNvMCrjmoB0oTAye+v6hTgys3ZA0GNgTeLHeptNYPbJpf+Cdgm1zUpmZFYlrDnIsIhhy/urhkMdddBS9PRyytROSegB/Br4TEUsLyi8ka3q4p5nH6zQjnpoVm2sOcmpVZVWdxGDK5cc6MbB2Q1IZWWJwT0TcX1D+VeBTwEkREal4LjCw4OkDUlkdnWXEU7M8cHKQQ0tWVrDjRY/Vrr951Sg27ur+WdY+KBuZ7DZgSkT8sqD8WOC/gP8XESsLnvIQcKKkbpKGAEOBl9oyZjOry80KOfPO4pV1hkOedfUoD4ds7c2BwMnAa5ImpLILgBuAbmSTqQGMjYizIuJ1SX8EJpM1N5wdEVVFiNvMEicHOTJxzof8v1//s3Z99jXHFzEas/UTEc8DDWW0jzRQVvOcK4ErWy0oM2sWNyvkxJOT369NDDYq6+LEwMzMisbJQQ7c/cJszkgTKO05qBdTrziuuAGZmVmn5maFIvvJw5O59flZAHxhrwFc+4U15pwyMzNrU04Oiui0O1/m6anzAfjhMTty9uE7FDkiMzMzJwdFc+A1TzP3w48AuP7E4Ywe7gHhzMwsH5wcFEHhcMj/d+Z+7LvdlkWMxszMrC4nB22sMDF48nuHskPfHkWMxszMbE1ODtpI/XkSXr7wKPr09HDIZmaWP04O2kB5ZTXDLnq0dn3y5cewSVefejMzyyd/Q7WyJR9VsMdlq6exf/OqUZR08XDIZmaWX04OWtGcD1Zy0E89T4KZmbUvTg5ayaS5S/jUr56vXfdwyGZm1l7kcvhkSbMlvSZpgqRxDWyXpBskzZA0UdKIYsTZmKenvl+bGHQt8TwJZmbWvuS55uDwiFjYyLbjyOZ8HwrsC9yUfhbd/459i4v+MgmA3QdsxkPnHFTkiMzMzJonz8nB2owG7o6IAMZK6iVp64h4r5hBXf3oFH7795kAfG5Ef375xeHFDMfMrFVVVQcA7mPd8eQ1OQjgCUkB/DYibqm3vT/wTsH6nFRWtOTgjLvG8eSU9wH4/ieH8a0jhxYrFDOzNlFRVQ1AWUkuW6htA+Q1OTgoIuZK6guMkTQ1Ip5r7kEknQmcCTBo0KCWjrHWodc+w1uLVgJw3Zf24LN7Dmi132VmlhflKTno6uSgw8nlXzQi5qaf84EHgH3q7TIXGFiwPiCV1T/OLRExMiJG9unTp1ViHXze32oTg99/bT8nBmbWaVRWZc0KpSVuV+hocpccSOouqWfNMnA0MKnebg8BX0l3LewHLClGf4PCeRLGfPcQ9t/eEyiZWedRmWoOSl1z0OHksVmhH/BAGiyoFLg3Ih6TdBZARNwMPAKMAmYAK4FT2zLA+vMkvHThkfTtuVFbhmBmVnRuVui4cpccRMRMYI8Gym8uWA7g7LaMq4bnSTAzy1SkZoUyNyt0OP5Wa4alH1ew+6Wr50mYceVxrk4zs07Ldyt0XP6LNtG7H35UJzGYdfUoJwZmDZA0UNIzkiZLel3Sual8C0ljJL2Rfm6eynM94qk1rsJ9Djos/0Wb4PV3l3DANU/Xrs++5nhPoGTWuErg+xGxC7AfcLakXYDzgKciYijwVFqHuiOenkk24qm1A5VuVuiwnByswzPT5nP8Ddk8CZInUDJbl4h4LyJeScvLgClkg5SNBu5Ku90FfCYt1454GhFjgV6Stm7jsG09uFmh4/JfdC3uffFtTr3jZQB22XpTZl3txMCsOSQNBvYEXgT6FdxyPI/sziRofMTT+sc6U9I4SeMWLFjQajFb05XXJgeuOehonBw04ppHp3LBA68B8Jnh2/DIuQcXOSKz9kVSD+DPwHciYmnhtnTHUTTneG0xqJk1z+q7FfxV0tH4boUGfP1343j89WyehO8eNYxzj/I8CWbNIamMLDG4JyLuT8Xv10yQlpoN5qfyJo14avlT6WaFDst/0XqO+PmztYnBL76whxMDs2ZS1lv3NmBKRPyyYNNDwClp+RTgwYLyoo94as1XU3NQ6mkZOxzXHBQoHA753jP25YAdehcxGrN260DgZOA1SRNS2QXANcAfJZ0OvAV8MW0r6ointv5qOySW+v/MjsbJQTJj/rLa5Se+ewjD+vUsYjRm7VdEPA809q/kkQ3sX7QRT23D9OnZDYAhW3YvciTW0pwcJDv07clFx+/MF0YOZLONy4odjplZ7u233ZbcdspIjtipb7FDsRbm5KDAGQdvV+wQzMzalSN37rfunazdcUORmZmZ1eHkwMzMzOpwcmBmZmZ1ODkwMzOzOpwcmJmZWR1ODszMzKwOZeOPdHySFpCNytZaegMLW/H4rcmxF0deY982InI9s1ELXc95Pf9r0x5jhvYZd3uMGdaMe72u506THLQ2SeMiYmSx41gfjr042nPsHUF7PP/tMWZon3G3x5ih5eJ2s4KZmZnV4eTAzMzM6nBy0HJuKXYAG8CxF0d7jr0jaI/nvz3GDO0z7vYYM7RQ3O5zYGZmZnW45sDMzMzqcHJgZmZmdXTa5EBSL0n3SZoqaYqk/Qu2fV9SSOqd1k+SNFHSa5L+JWmPgn1np/IJksYVlO8h6YW07a+SNi3Ydr6kGZKmSTqmoPzYVDZD0nl5i13SYEkfpf0nSLq54Dl7pf1nSLpBklo59gaPI2kLSWMkvZF+bp7KleKakY45ouBYp6T935B0Ss7iPkzSkoJzfnHBsZr0frFMQ+/3xs57EWO8XdJ8SZMKypr9ns5BzJdKmlvwvh1VsK3Bz7+2JmmgpGckTZb0uqRzU3luz/daYm758x0RnfIB3AWckZa7Ar3S8kDgcbIBVnqnsgOAzdPyccCLBceZXbNfveO/DByalk8DrkjLuwCvAt2AIcCbQEl6vAlsl+J5FdglZ7EPBiY1EtNLwH6AgEeB41o59saO8zPgvLR8HvDTtDwqxaUU54upfAtgZvq5eVrePEdxHwY83EA8TX6/+NH4+72x817EGA8BRhReZ819T+ck5kuBHzSwb4Off0WKe2tgRFruCUxP8eX2fK8l5hY/30W5AIr9ADYDZpE6ZNbbdh+wR0MfJGn75sDcgvXG9ltSc3yyL5DJafl84PyC/R4H9k+PxwvK6+yXk9gH00BykN6wUwvWvwz8trViX8dxpgFbF8Q1LS3/Fvhy/f3qx1p/vxzEfRgNJwdNer/4UeecrfE3auy8FznOOtdZc9/TOYn5Uhr+smrw86/Y5zzF8iDwyfZwvhuIucXPd2dtVhgCLADukPRvSbdK6i5pNNkH+atree7pZNljjQCekDRe0pkF5a8Do9PyF8i+ZAH6A+8U7DcnlTVWnqfYAYak3/t3SQcXvKY5bRh7g8dJ2/pFxHtpeR7QryDG9T3vxYwbYH9Jr0p6VNKu63g91riG3u9rO+950dz3dF6ck6rfby9orsllzJIGA3sCL9JOzne9mKGFz3dnTQ5KyarBboqIPYEVZJnXBcDFjT1J0uFkH/Y/Kig+KCJGkFUfny3pkFR+GvBNSePJqn/KO0Ds7wGD0u/9HnCvCvpStGHsDR1njTb3yFLllrhXt5hxv0I2NvoewK+Av7TA6+msGnu/Ay36fmk17SHG5CZge2A42efGL4obTuMk9QD+DHwnIpYWbsvr+W4g5hY/3501OZgDzImImozrPrIP7SHAq5JmAwOAVyRtBSBpd+BWYHRELKo5UETMTT/nAw8A+6T1qRFxdETsBfyerK0HYC51/xMfkMoaK89N7BGxqub5ETE+lQ9LcQ5ow9gbOw7A+5K2Ts/dGpifyjfkvBct7ohYGhHL0/IjQJmyjo9Nfb9Y0sj7vbH3S5409z1ddBHxfkRURUQ18D+kzxZyFrOkMrIv2Xsi4v5UnOvz3VDMrXG+O2VyEBHzgHck7ZiKjgReiYi+ETE4IgaTfZCPiIh5kgYB9wMnR8T0muOkquWeNcvA0cCktN43/ewCXATU9Ox/CDhRUjdJQ4ChZJ35XgaGShoiqStwYto3N7FL6iOpJC1vl2KfmarglkraT5KAr5C1hbVK7I0cZ3LB+T0lLZ9SEMdDwFeU2Q9YkuJ+HDha0uapKu7oVJaLuCVtlc4pkvYhu2YX0cT3i2XW8n5v7P2SJ819TxddzZdr8lnSZwuNf/61uXRd3QZMiYhfFmzK7fluLOZWOd/N7QDRUR5k1S/jgIlkVbWb19s+m9W9z28FPgAmpMe4VL4dWU/QV8na6S8seP65ZD1JpwPXUNAJDbiQ7L/uaRT06ifrDTs9bbswb7EDJ6R9J5BVd3+64Dkj0xvyTeDXha+3pWNf23GALYGngDeAJ4EtUrmAG1N8rwEjC451GjAjPU7NWdznpHP+KjAWOKC57xc/Gn+/N3beixjn78mqhSvIEs7T1+c9nYOYf5dimkj2BbV1wf4Nfv4VIe6DyJoMJhZcq6PyfL7XEnOLn28Pn2xmZmZ1dMpmBTMzM2uckwMzMzOrw8mBmZmZ1eHkwMzMzOpwcmBmZrYeJH1L2SRqr0v6WSP7rDExVSpvbIKnzSU9kEY7fEnSbk2Io6ukWyRNT/GcsKGvzcmBmZnZWiibHfXOemWHkw0zv0dE7Ar8vJGn3wkc20D5ecBTETGU7NbJmtFSLwAmRMTuZGPGXN+EEC8E5kfEMLLJlv7ehOeslZMDaxXKpnd+RNIHkuZJ+rWk0rStRNJPJL0raZmyeQZ6pW3dJF2Xtn0g6TdpRDAza0OSTlQ2rfgKSW9q9VwqNdsvVjZV+VEFZV9UNk35SknPNnDMRq/9dugbwDURsQpqR95cQ0Q8ByxuYNNosllaST8/k5Z3AZ5Oz50KDJbUD0DSf6bahAmSflszKB3ZWC1Xp+dUR8TCDX1xTg6stfyGbNjRrckG/jkU+GbadhnZtMb7A5sCJwMfp23nkQ2otBvZ0MwjyEZpNLM2IumTwE+BU8nmVzmEbDrzmu3bk03KVn+EwMXAf5MNntaQtV377c0w4GBJLyqbiG7vZj6/sQmeXgU+B7Wjom4LDJC0M/Al4MCIGA5UAScVJFdXSHpF0p9qkokNUbqhBzBrxBDg1xHxMTBP0mPArqld7TtkVXFvpX0L2+I+TTZ/+mIASTeQfUhd0nahm3V6lwGXR8TYtF5/PP4bySYU+01hYUQ8CSDpjPoHbMK1nzuSXgS6AT2ALSRNSJt+RPb9uQWwH7A38EdJ28V6jCwYESGp5nnXANen3/Ua8G+yROBIYC/g5TSi+sZk/4CVks2Z8K+I+J6k75E1cZy8Hi+5lmsOrLX8N9mY3ptI6k82E95jwCeASuDzqblhuqSz6z1X9ZYHSNqsTaI26+RSVfVIoI+kGZLmpGbBjdP2LwCrIpsIrDmacu3nSkTsm/5LPwN4KCKGp8fjZENF3x+Zl4BqoHczDr+2ydZOTb/3K0AfslobAXcVxLBjRFxKNtfKSrL5XAD+xOoJ3dabk4NE0qWS5qa2nAmSRjWyX2M9T69IvUsnSHpC0japfHRB+ThJBzUhll6S7ku9TqdI2r9lXmWbeg7YFVhKdhGNI5tLYACwGVmV3BDg88ClqRoTsgTiXGWTPG0FfDuVb9KGsVs71wLX8x6SXpD0mqS/Kk1NLumTksan8vGSjmhCLJJ0ZfoynCLp2+t6TpH1A8rIrs2DyZoF9wQuUjZ51VVk868017qu/fbmL8DhAJKGAV2B5rT1NzbZWi9lk6lBlpQ8F9m0zE+RJVY1E+NtIWnbVFPxV+Cw9JzCCd3WX7EmvSjmI53EO+uVXQr8oAnPPYQsK5tUr3zTguVvAzen5R6snrhod2BqE37HXcAZabkr0KvY56yZ57cL8BZZD9puZBOZPAj8jGzGsAC2Ldj/V8B1aXljsomb5pJly+cD5UCXYr8uP/L5aKXr+WXg0LR8GnBFWt4T2CYt7wbMbcLvOBW4u+Y9DPQt9jlbR7ybp2v0lIKyE8iqt38BXFxQPhs4qoFjnAE8W69srdd+nh+NvMe6Av9L1jTyCnBEKt8GeKRgvzUmpkrljU3wtD/ZhGrTyGoDNi841pfIJluaCIwH9kvl25L9QzYxHXPQhr5m9zlopoh4TtLgBsqXFqx2J7sIiIjlDZUDSPoh8EWyL9AHIuKSVH1+CPDV9Pxysi/H9mQLYBBZn4NVwCpJdwA/AX6b9ilsl6tdjoiPyGYiPAdA0pnA+MjmKTdrUY1dz2T/3T6XlseQTeP944j4d8E+rwMbS+oWEaskHU3WVt+NbBa8U9P1/w3gP2rew9FIr/a8iIgPJM2h4Wv0SLJmvprOxX3I2tp/GhE/XcehJ9Y7Vv3l3IqIZ4Fn65WVA//ZwL7vks2UWLP+5UaOuYjsfNYvf4Hs/dfQc/4P+L8Gyt8i+95oMW5WqOuc1ARwe+o80yyp6vAd4CTg4oLyz0qaCvyN7L8Q0gfJUGAfsmq7vSQdQlbdtgC4Q9ltPrcqm3++3YjsNppZwDcklabetKcAEyPiTeAfwIXKblvcGTgReBhAUn9J26Sq2P2AH+POiLZ+NuR6fp3sVjPIeuUPbGCfE4BXUmLQm+yumqMiYgRZM9r30n7bA19KzYqPShra/JfS5u4AviWpbzp33yW7Ro8kqzEZnh7vAl8n66BYc6viRmSd5LpI2kjpVuR1XfuWM8WurmnjqqEXyapkZpDdclMzH/YxZO1sJWQJ05XA7Ws5zmDqVUPW234+cFkD5YcAT6bln5NVyU0oiOl0so5AlcC+ab/rSVWa7elB9sHxLPABWTvcH8lu3QHoT9a3YDlZ08HX652j2WQdbKYBJxX7tfiRz0drXs/ATsATZFW3lwCL6m3flax2YPu0/qn0Pq+JYTJwW9q2HPh+Wv4c8I9in7smnNsysjsRPiS7ze4GYKMG9ptNQbMCWY1n1HvcWbC90Wvfj3w9atrCOxVJhwFfjYivNrJ9MPBwRDQ4bGUTtg8ia3NaY7ukmWS1BecD0yPit/W2bwWMjYjBaf1g4LyIOH7dr8ys82mD63kY8L8RsU9aH0A2SM2pEfHPVPZpsqaDNaqQU63hcRExS5KADyPCd99YrrlZIam5pST5LM28/7ZeVeFoYGoq3yF9ICBpBFl75CKyNszTJPVI2/pL6hsR84B3JO2YjtUyPU/NOpEWuJ5reoR3IWsuuDmt9yJrHjyvJjFIxgIHStoh7dc9JRVQ0KudbDCw6c17NWZtz8nBaj9LtydNJLuQvwuQ2r9r7+eV9HvgBWBHZff/np42XSNpUnr+0ay+1ecEYJKyAS1uBL4UmSeAe4EXJL0G3Ec2EhnAt4B70rGGk906ZGZNt6HX85clTSdL8t8la4OHrKPsDsDFWn2bZN+IWEBWpf779DtfIGuagGxQmxPSdX41WU9+s1zrlM0KZmZm1jjXHJiZmVkdTg7MzMysjk4zCFLv3r1j8ODBxQ7DLPfGjx+/MCL6FDuOtfH1bNY063s9d5rkYPDgwYwbN67YYZjlnqS31r1Xcfl6Nmua9b2e3axgZmZmdTg5MDMzszqcHJiZmVkdTg7MzMysDicHZmZmVkenuVvB8mnweX8D4FO7b03Xki6UlXShrFSUdulC19IulJUoKytZvVxa0oWuDZQ3tN41HassHatren5ZiSjr0oUuXVTkM2Bm1jwfV1Txs8emcfrBQ+jfa+NW+R1ODiwXHp74HgM235jKqqCiqpryqura5crq1hviu7SLKE3JRE1yUpqSiDqJSlouK+mSEpemJSf1l7uWZs8vKxFlpdlxS7sULDcQy+p1UdJFpHm8zKyT+v1Lb3P7P2ex6zabcsJeA1rldzg5sNzYZrON+eNZ+69RXl0dVFRX10kcKqqCyqrqbL2yJolYvVyR9lm9XH+97nJ5Zfb8iso1k5PytN+qimqWf1xJeU3SUvPctL0yLZdXVrfqeapJFMpSotE1LZelRKNracOJyeOvvw/A7Gs8+7dZe/VxRRU3//1NAMpKW69ngJMDK5r6k369NHsxn/rVP3j4WwfXKe/SRXTrUkK3dvJujQiqqoPK6pQ4VK49MamfjFSkBKOyOmqX6yRDBclJecFzKgsSlZpjL19VmS1XeoI1s47gj+Pe4f2lqwAoa8Vm0XbycWsd0bylH9cuv3rJ0exx2RNMmruUI37+LE//4LDiBbaBpKyporQENiorKXY4tWr6d5hZ+7Sqsoqbnn2TzTcp44OVFZSVtF7Nge9WsKJ5c/6K2uXNNi5j0mXHADBz4Qr2verJYoVlZpZLfxo3h/eWfMypBw4BoLSk9WoOnBxY0Ux7f1md9R7dSply+bEAvL90Fbtd8ngxwjIzy53yympuevZNRgzqxb5DtgBwzYF1TNPnLVujbOOuJUy9IksQlq+qZMj5f1ujb4KZWWdz/ytzmPvhR3z7yKG1d3A5ObAOqX7NQY2NykqY/pPjAIiAIec/4gTBzDqtiqpqfv3MDPYY2ItDh/WhvCq7I8rNCtYhTW8kOQDoWtqFGVceV7vuBMHMOqsH/j2XOR98xLlH7oAkKqtSzUEX1xxYB7SyvGqt20tLuvDmVaNq14ec/wjVrTggkplZ3lRWVXPjMzPYrf+mHL5j39oygLJS1xxYJ1XSRcwsSBC2u+CR2gvDzKyje3DCu7y1aCXfPmJo7eiotc0KrjmwzqxLFzHr6tUJwg4XPkqFEwQz6+CqqoNfPzODnbfelE/u0q+2vLZZwX0OrLOT6iYIQy98lFWVa2+WMDNrzx6e+C6zFq6o7WtQo7I6NSv4bgWzLEGYfc3xbJxGHdzxosf4uMIJgpl1PFXVwQ1PvcGO/Xpy9C5b1dlWnmoOfLeCWYEpVxxL7x7dANjpx4+xYlVlkSMyM2tZj7z2Hm8uWMG3jxy6xtTytR0S3efArK5xFx3F4C03AWDXSx5n6ccVRY7IzKxlVFcHv3r6DYb27cFxu221xvaK2rsVnByYreHZHx7OLltvCsDulz7BhyvLixyRmdmGe+z1eUx/fznnHLHDGrUGABU1zQqtOCujkwNr1x4592BGbrs5AMMvH8PC5auKHJGZ2fqrTn0NtuvTnU/tvk2D+6y+W8E1B2aNuu8bB3DIsD4AjPzJk7xfMBW0mVl7MmbK+0ydt4xvHbEDJY3UDFRUVdNFNLq9JTg5sA7h7tP24Zhds/uA973qKeZ++FGRIzIza56IrNZg8Jab8OlGag0AKqqrKW3FWgNwcmA50FLJ729PHsln9+wPwIHXPM1bi1a0zIE7AA8aZZZ/T02Zz+vvLuWcI4au9cu/siooa8VaA3ByYDkwrF/PFjvWdV8azpf3GQTAodc+y4z5y1vs2O3Z0o98N4dZnkUENzz9BoO22ITRwxuvNYAs2W/NOxXAyYHlwI5btVxyAHD15z7BaQcOAeCoX/6dqfOWtujx26MlbZwcSPqupNclTZL0e0kbSRoi6UVJMyT9n6Suad9uaX1G2j64TYM1y4Fnpy1g4pwlnH349uvsaFhRFa06rwI4ObAcaMmagxoXf3oXzj58ewCO/e9/8NqcJS3+O9qTpR+33UBRkvoD3wZGRsRuQAlwIvBT4LqI2AH4ADg9PeV04INUfl3az6zTiAiuf+oN+vfamM+NGLDO/SurqunaiqMjgpMDy4EdWyE5APjhMTvx/U8OA+DTv36e8W990Cq/pz1o65oDoBTYWFIpsAnwHnAEcF/afhfwmbQ8Oq2Tth+pwoHkzTq4595YyIR3PuTsw3do0u2JFVWdqEOipNmSXpM0QdK4VLaFpDGS3kg/N0/lknRDqoacKGlEcaO3DbFD3x6tduxvHTmUC0ftDMAJN/2LsTMXtdrvyrO27HMQEXOBnwNvkyUFS4DxwIcRUVOFMQfon5b7A++k51am/besf1xJZ0oaJ2ncggULWvdFmLWRiOD6J6ezzWYb8fm91l1rAFBRHa06rwLkKDlIDo+I4RExMq2fBzwVEUOBp9I6wHHA0PQ4E7ipzSO1FjNwi01a9fhfO2Q7Lh+9KwAn3jKW56Z3vi+Wtqw5SEn8aGAIsA3QHTh2Q48bEbdExMiIGNmnT58NPZxZLvzrzUW88vaHfOPwHejabzyEnAAAIABJREFUxE6GWbNCJ6k5aERhdWP9asi7IzMW6CVp62IEaBuuNQfyqPGV/Qfz0xM+kS3f/hJPTn6/1X9nnrTx3BNHAbMiYkFEVAD3AweSXaelaZ8BwNy0PBcYCJC2bwZ0zioe61SyWoM32GrTjfjiyKbVGkDqkNiJag4CeELSeElnprJ+EfFeWp4H9EvLtdWQSWEVpVmDvrT3IK4/cTgAZ9w9jkdee28dz+g4ln6U1ea39n8bydvAfpI2SX0HjgQmA88An0/7nAI8mJYfSuuk7U9HRLRFoGbFNHbmYl6avZizDt2ObqUlTX5eRVV1p7pb4f+zd9/hUZTbA8e/JyQh9A4iLfQindAFRASE3J+9oFzFiii2awV7N7brBQt2xQY2VBREBEREeu8lhNB7CSV1d9/fHzMJm5BAymZnd3M+z5MnO7Mzu2eXzHL2Lec93xjTEavLYKSI9Pa+0/6wKNAHhvZRqpwubV+HcUOtISp3fbWMn5bvOssZoSGz5aBimfCzHFl0xpiFWAMLlwGrsT5nPgAeBR4QkXisMQUf26d8DFSz9z/Aqe5DpULa2JmbqVmhNEPs2iz55XKbktOtYA9iwhizH/gR6ALsy+wusH/vtw/Paoa0eTdRej+m9lGq0wxqU5uPh1nDWu7/ZgXfLN7ucETFL3NAYsUyEX55PmPM08aYFsaY1saYG4wxacaYBGNMF2NME2PM1caYNPvYVHu7iX1/gl+CVMpBi7YeZn7CIe7o05ioiPy3GkDmbIUS0K0gIuVEpELmbWAAsIbszY05myFvtGctdAOSvLoflDqrfi1r8cWtXQB49IfVjJ+X6GxAxSxzQGLFKP8kB0qpMxs7czPVy5fm+gK2GkDmbIWS0XJQC5grIiuBRcAUY8w0IA7oLyKbsQY5xdnHTwUSgHjgQ+Au/4esgl2vpjX4Zng3AJ6evJYP5mxxOKLik1kEqZKfWg6UUnlbuu0wc+MPckfvRpSJLFirAfinCFLxd0Dmg92M2C6X/YewBjPl3G+AkX4ITYW4ro2qMemuHlzx7jxemrqBlHQP913U1OmwfM7f3QpKqbyNmRlP1XKRDO1W8FYDKHkDEpVyRMf6Vfj1nvMBeHPGJl6ZtsHhiHwvMzmo5IcBiUqpvC3ffoQ5mw5we69GlI0s3PXoKmFTGZVyTOs6lZh2fy8Axs3ewrO/rHU4It/Kmq2gYw6UctRbs+KpUjaCG7s3KPRjpGsRJKX8p8U5FZn5YB8APv0nkdGTVjkcke9kuK1ZwBU0OVDKMat2HmXWhv3c1qsR5UoXvhVPWw6U8rPGNcoz5+G+AExYtIP7Jy53OCLf0gGJSjln7Mx4KpUpWqsBgMtTghZeUipQ1K9Wln9GXQjATyt2M/zzJQ5H5Dv+KIKklDrdml1JzFi/j1vPb1jkFrx0l3YrKOWIOpXLsOgxa6LM9HX7uOHjhQ5H5BvacqCUM96atZkKUeEM6xFd5MdyeQzhxbwmjSYHSuWhZsUoljxxEQB/bz7IlePmORxR0emARKX8b/2eY/y+dh8392zokwTd5TZE5HMFx8LSNkalzqB6+dKseKo/7Z/7g6XbjjBozN/8dl8vp8MqNG05UKEmetQUp0PIt7EzNzN25mYAKkSF06BaWc6tVIZzK5ehTuUy1KlShvpVy9KgWtk8ux6MMaS7PUQUc8uBJgdKnUXlspGsemYAbZ+Zzvo9x+j96p/MeaSv02EVihZBUiowHE91sWbXMdbsOlao88fOiueBAc19HNUpmhwolQ8VoyJY++xAznv6d7YfTqbT83+w9Mn+TodVYBWj9JJXoe+r27rSs0n1PO/3eAwHT6ax60gKO7N+ktl5JIVdR1PYdSSFlAy3HyMOPPpJoVQ+lSsdzobnL6bFk9M4dDKdFk/+xobnBzkdVoEU9/QnpQLB0I+sAcSJcbG53h8WJtSsEEXNClF0qF+l2OKI33+C/m/+xYg+jXn04haFfpyhHy3gn/hDPozs7PSTQqkCiIooxcYXLgYgNcND9KgpWEt9KKWcljMZcPr6fHvWZqLCS3Hb+Q0Ldf6JNBfRo6ZkSwxeubKNr8I7I00OlCqg0uGl2PziqRaDhqOnaoKglMPK2xUHE+Ni6Rx9qjWg4eipjqy4mnDgBJNX7uaG7g2oVr50gc9/ZvJaWj/9e9b2JzfFkBgXy96kNF+GmSdNDpQqhIhSYWx5aXDWdsPRU/F4NEFQyilt61bKuv3diB6sfHpA1vZLUzf4fVbDO39uITI8jNt7NSrQeS631SL52bzErH1bXx7MhS1qAbD3WKovw8yTJgdKFVKpMCHBK0Fo9NhU3JogKOWINl7JAVjTdnPrZkhOdxV7LNsOneSnFbsY2rUBNSrkv9Xg8/mJNHn8t6ztZy85j8S4WEROTVvcr8mBCmWh0gwfFiZsfflUgtD4sam43B4HI1KqZOpQr3Ku+xPjYrm3X9Os7VZP/c5t44u3JPo7f8YTHibc0Tt/rQbGGKJHTeGpn0+tBhv/4qBcqynuSdLkQIUwfzWN+YNI9gShyeO/ke7SBEEpf2pbN/fkAOCB/s2ydQPOWL+v2LoZdhxOZtKyXVzXpT41K0ad9fiZ6/fRcPTUrO2bekSTGBeb58yi/cc1OVAhbMv+k06H4FOZCUIpu2pZsyd+I7WEz5NWyp9qVzrzf8SlwiTXbobth5J9Gse7s+MJE2FEn8ZnPTZ61BRu9WrFWPPsQJ655LwznnPwRHqRY8wPTQ6UIzbuO+50CD4nImx5aTAV7EJDLZ6cRkq6JghK+YN3v/yZJMbF8uGNMVnbvV/7k2Ze/fxFsfNIMt8v3cm1netxzhmSlTW7krK1XPRoXI3EuNisGReBQJMD5YhNe0MvOci0+pmBWd9iWj41jRNpxT8ASimVf/1b1crWipBuzxAoqvf+sqZM3nlB3q0GrZ/+nX+9NTdre8Hofnx9e7ciP7evaXKgHBGKLQfe5o/uR+Ma5QDrwyApJcPhiJRSOeXWzfDXpgOFeqw9SSl8u3gnV8fU49zKZU67f/fRFKJHTcn6slC5rDWb4kwtDE7S5EA5YlOIJwcAMx+8IGvudbtnp3P4pH/6CpVS+ZcYF8uMB/pkbQ/7ZFGhWhHem70FjzHcmctYg2vem0+PuFlZ21Pv7cWKpwacdlwg0eRAOSK5hPTFT777fLo2rApAx+f/4MBx/1Q3U0rlX5Oa5YtUennfsVQmLN7BVZ3qUq9q2az9x1MziB41hUWJh7P2JcbF0urcikWOOTK8eP/71uRAqWL2zR3d6du8BgCdX5zBXj/NU1ZKFUxiXCw9m1TL2m44eirvzo4/63nv/bUFt8dw1wVNsvY9+dMa2jwzPWv705s757kQVGGcbXZGUWlyoJQffHpzF2Lb1Aag28sz2XnEt9OnlFK+8dVt3Vj1zKkm/1enbTxjN8P+46l8vXA7l3eoQ/1qZcmwBzd+sWBb1jGJcbH0bV7Tp3HWykcNhaLQ5EApP3lnaEeu7FgXgPNf+ZPEg6FV60GpUFExKvfSyydzmXn04ZwEMtwe7u7bhE/mbqWp17TI5y9r7dPWAm81C1CWuTA0OVDKj964ph03dGsAwAWvz2ZzCRiYqVSwSoyL5YH+zbK2z3v6d275bHHW9sETaXyxYBuXtq/DBa/P5rlf12Xdt+WlwVnXenHQbgWlQszzl7Xm9l7W+u7935zDut3HHI7It0SkuYis8Po5JiL3i0hVEflDRDbbv6vYx4uIjBWReBFZJSIdnX4NSmW6t1/TbAuszdqwP6ub4cO/E0jN8PDj8l1Z99/eqyGJcbFZ1VKLi3YrKBWCHo9txT0XWoOXBo/9m1U7jzocke8YYzYaY9obY9oDnYBk4EdgFDDTGNMUmGlvAwwCmto/w4Fx/o9aqbyF5VF6+f2/ErLtW/fcQB6PbeWXmPKzbkNRaHKglEMeHNCchwc2B+CSt/9hidd0pxDSD9hijNkGXAqMt/ePBy6zb18KfG4sC4DKIlLb/6EqdWaJcbF8PCzmtP19mtUgMS6WspH+K39coroVRKSUiCwXkV/t7c9EZKtX82R7e782Q6qQMLJvE578l/VN46r35jNvy0GHI/K5IcAE+3YtY8we+/ZeoJZ9uw6ww+ucnfa+bERkuIgsEZElBw4UroqdUkV151fLTttX2KqKRXFOCWs5uA9Yn2Pfw5lNlMaYFfY+bYZUIePW8xvywmWtAbj+w4XM3rjf4Yh8Q0QigUuA73LeZ6zqMvmrMHPqnA+MMTHGmJgaNWr4KEql8mfnkWSiR03Jczn26FFT+HOD/67dGiVltoKI1AVigY/ycbg2Q6qQ8u9uDXjtqrYA3PTpYqav3etwRD4xCFhmjNlnb+/LvE7t35mfpLuAel7n1bX3KRUQrnj3H85/5c9s+wa1PofEuFhmPXiq9PLNny32yQJO+REVUapYHz9gkgPgf8AjQM607EW76+BNEclMlfLVDKlUMLk6ph5jr+sAwPAvlvLrqt0+edwMd+7fdPzgOk51KQBMBobZt4cBP3vtv9HuLuwGJHl1PyjlmGN2+eNl208NGL7/oqYA3HOh9btRjdxLL3s8BWoYCzgBkRyIyL+A/caYpTnuGg20ADoDVYFHC/i42kcZ4JrVKu90CAHlknbn8v4NnQC4++vl/LB0Z5Ef85gDK0KKSDmgPzDJa3cc0F9ENgMX2dsAU4EEIB74ELjLj6EqlavRk1bR1qv88ee3dGHVMwP4ZO5WBrSqddr6CIlxsfRpdqq7q9FjU3l71ma/xetrAZEcAD2BS0QkEZgIXCgiXxpj9thdB2nAp0AX+/h8NUNqH2Xga1qrgtMhBJyB553Dpzd3BuDB71by9cLtRXq8Y6mnV3UrbsaYk8aYasaYJK99h4wx/YwxTY0xFxljDtv7jTFmpDGmsTGmjTFmid8DVsqWWf54wqJTjdOJcbH0blaD8f8kcizVxb39muZ67vhburDm2YFZ269P3+S3bgZfC4jkwBgz2hhT1xgTjTW6eZYx5t9e/ZOCNe1pjX2KNkOGiOaaHOSqb/OafH1bVwAe+3E1n/6ztdCPleRAy4FSweiDOVuylT+Ou6JNVpfBiTQXH83dSr8WNWldp1Kej1G+dHiu3QzHU4PrOgyI5OAMvhKR1cBqoDrwgr1fmyFDRJOa2q2Qlx5NqvPdiO4APPvLOsbN3lKox3GiW0GpYGKMIXrUFF6auiFr35aXBjOkS/2s7c/nJ5KUkpFnq0FOiXGxWXVMANo8M51/f7TQZzEXt4BLDowxs40x/7JvX2g3M7Y2xvzbGHPC3q/NkCGimbYcnFHn6Kr8NLInAK9M28Cbf2wq8GMcC7JvLEr507Q1e2g4emrW9h19Gp1W/vhkmosP5yRwQfMatKtXOd+PPbJvk2yll+fGHwyaboaASw5UyRJdrazTIQS89vUqM+Xe8wEYM3MzL/+WsxTImWm3glK5ix41hRFfnipqtP65ixk9qOVpx325YBtHkvPfauAtr9LLWw6cKHjAfqTJgXJUeCn9E8yP886txB//6Q3A+38l8PTPa85yxinHUvw/IFEpf7BqaRXc8u1Hsn2Dv6hlTRLjYikTeXrtgJR0Nx/MSaBX0+p0rF+l0LEmxsXymT3QGKDfG38FdCuCfjIrFSSa1qqQVXBl/PxtPPL9ynydl9mtEKmJmAox2w8nF/ichqOncPm787K2Fz9+ER8N65zn8V8t3Mahk+ncV4hWg5wuaF4z11aEQKSfFkoFkUY1yvP3I30B+HbJTu7++vQ67zllDkisWMZ/i8Io5Q+rdyWd/SDbjsNW+ePMxoZzK0WRGBd7xjLEqRlu3vsrgR6NqxETXbWo4WZJjIvFe0Xn6FFTmLFuX94nOECTA6WCTL2qZZk/+kIAfl21h1s/W3zG45OykoOIYo9NKX9asT1/S53/31tz6fXqqfLHf/ynN/NG9zvreRMWbefgiTSftBrklPByLH89fEHW9m2fLwmoVgRNDpQKQrUrlWHR49aH28wN+7nugwV5HptZBKlilCYHKrSs2HHm5CAp2Sp/7N3CkBgXm6/ia1arwRa6NqxK10bVihxrbhpUKxewpZc1OVAqSNWsEMWyJ/sDMD/hEJe+80+ux2W2HFTSlgMVYs7UrfDQdytp99yp8sdf3db1tP+Iz+TbJTvYd6x4Wg1ySoyL5cIWNbO2Gz02tVDTln1JkwOlgljVcpGsfGoAACt3HKX/f/867Zjj2q2gQlRaLssnp7us8sffe61LkhgXS88m1QvwuG7Gzd5CTIMqdG9cPK0GOX1yU2fWepVeHjNzs6PdDJocKBXkKpWNYPUzVoKwef8JesbNynZ/5myFClE6IFGFtnGzt9DsiVPlj1+7qm2BWgsyfbdkJ3uSUrnvoqZY1fv9o1wepZedqFWinxZenv55DePnbwOgbGQpykaWokxkKcpFhtvb4fZ2KcqWDqdshHVM2dLhlIssRZms40pRrnQ4ZSJO3c4837vqllK+UiEqgnXPDaTVU7+z62gK7Z+bzgq7RUG7FVRJkPNbdsJLgwkrxOdtusvDuNlb6FC/MucXoLXBlxLjYnnvry3E/WaVc2737HS6NqzKN3d091sMmhx4yUwMAJLT3SSnux2MpmDCw+RUIlPaTloirNvl7KQmM0EpZyc9ZSPDKVfa+n16ImTtj4oI82vmrAqvbGQ4G56/mBZPTuNocgZNH5/K5hcHk+G2BjfpgERVEozs25iHB7Yo9Pk/LNvJrqMpvHB5a0c/+0b0acwdvRtllXZeuPWwX7sZNDnwktmc4/EYUjKs5CAl3c3JdBfJ6a6shCE53cXJNOu+rG37fut4N8lp9naGm5NprqzjimsQqstjOJ7q4rgDy/MWRVH/2CNKCR3qV6FDvcp0bFCFztFVqVou0kfRBZ+oiFJsemEQzZ74jQy3yfb+asuBKgne+XML7/xZuEXKvN386ZmnCIc6TQ5yERYmlCsdTrnSwfP2pLs8VrKSYSUuydmSFRfJmfsy3CSnWftSciQ7yRluUtKzn5/bgJ9AkuE2LNp6mEVbDzsdSr7VrVKGDvWr0Kl+ZWKiq9KydkWfdjdFhocR/+IgmngtPQtaBEmFjt1HU+iRY2yN8i39tAgRkeFhRIaHUYng+HZ4ydtz2XYomfv6NWXptiMsTjzM/uNpToflFzuPpLDzSAq/rNzt1+fVlgMVCv47fSNjZ8Vn29exfmUm3dWzSI/rcnvo99+/qBAVzi93n3/WLoWklAz2JqVy4HgaB07Yv4+nsScp1dp/wtoOpu5pb5ocKEd4jKFTgyrccn5Dbjm/odPh5Mv+Y6ks33GUJYmHWZx45KwFWAJNk5rlnQ5BqUI7mpxO++f+yNp+6l+t+HH5LlbvSvJJ4vvzit1sO5TMBzd0ytdYg0plIqhUJoLm5/hn2fnMAYovXd6G67vWL/bn0+RAOcLlNkSUCq6BjjUrRjHwvHMYeN45ToeSL4sTD3P1e/MBePJfrahdqYzDESlVOF8s2MaTP51aiXTZk/2pWi6S8fMTAWu2TlG4PYa3/4ynZe2K9G9Vq0iPVRyWbz/C679vJLZNba7rUs8vz6nJgXJEutujyzUXo5nr9zHy62XUr1qWz2/pQnT1ck6HpFSBpWa4afHktKztO/o0YvSgllnbvlpU7JeVu9l68CTjhnYMuNlZx1IzuGfCcmpVjOKlK9r4LT5NDpQjXG6jSwgXk4mLtvPYj6tpXacSHw/rfMZV55QKVNPW7GHEl6dWHf37kb7Uq1o22zGZ64YUpVvB7TG8NWszzWtVCLhWQWMMoyetZk9SKt/e0d2v44Y0OVCOyHB7CNeCUD5ljGHszHjenLGJ3s1qMG5ox6CacaMUWAMD+7w2m11HUwC4pN25jL2uQ67Huj1Fr+ExdfUethw4ydvXdyhU0aTi9M3iHUxZtYeHBzanU4Mqfn1u/eRQjshwGyLCteXAV1xuD0/+vIYJi3ZwZce6xF3ZhghtmVFBZmHCIa71WmF06r29aHVuxbOeV9h1Qzx2q0GTmuUZ1Lp2oR6juGzed5xnfllLzybVuLNPY78/vyYHyhEZbg8RAZalB6uUdDf3TFjGjPX7Gdm3MQ8NaB5w/aZKnYkxhmvfX8CiRKteSUyDKnw3onu+/44L23Iwbe1eNu07wZgh7QOqtH1qhpt7JiynXGQ4b17T3pEWDU0OlCNcOiDRJw6fTOfW8YtZseMoz196Hjd0j3Y6JKUKZMPeY1z8v7+ztr++vSs9GhdsTYPCDEj0eAxjZ26mUfVy/KvtuQU+vzi9MGUdG/Ye57ObO1OzYpQjMWhyoByR4Tba7F1EOw4nM+yTRew8msK4oZ24uHVgDaZS6mwe+GYFk5bvAuCcilHMfbRvob40FGag3vR1+9iw9zj/vaZdQLUaTFuzhy8XbOf2Xg25oHlNx+LQ5ED5nTGGDI8n6OocBJI1u5K4+bPFpLs8fHVbVzpHV3U6JKXybeeRZM5/5c+s7Xeu70hs28L3+Re0zoE1eHcz0dXKckm7wGk12HkkmUe+X0XbupWKtHiUL2hyoPzO7TEYg7YcFNLfmw8w4oulVCoTwdcjutO0ln8qtCnlC69O28C7s08tjLT+uYspE1mqSI9ZMapg/5XNXL+fdXuO8dpVbQOme9Pl9nD/xBV4DLx1XQciHR6wrcmB8juXPf0oXFsOCuzH5Tt5+LtVNKlZns9u7sI5lZzpj1SqoI6cTKfD86fKHz97yXkM6xHtk8cuyGwFYwxjZm6mXtUyXNahjk+e3xfGzNzMkm1HGDOkPQ2qOV+0TJMD5XcZbmulRy2ClH/GGN6fk0Dcbxvo1qgqH9wYU6S53Ur50/h5iTw9eW3W9vIn+1PFh0urF6QVcvbGA6zelcQrATTdd96Wg7z9ZzxXd6rLpe0DI2HR5ED5XYbbbjkIoEFAgcztMTz/6zo+m5fIv9rW5o1r2lE6vGjNsMVNRCoDHwGtAQPcAmwEvgGigUTgGmPMEbHmq40BBgPJwE3GmGW5PKwKMinpblo+dar88V0XNOaRi53rS89sNahTuQyXd6jrWBzeDp1I4/6JK2hYvRzPXnqe0+FkCYy0SZUoLrvlQIsgnZ0133kZn81L5NbzGzJ2SIeATwxsY4BpxpgWQDtgPTAKmGmMaQrMtLcBBgFN7Z/hwDj/h6t8bcqqPdkSg7mP9nU0MQCYs/kgK3Yc5a6+jR3v0wcrWXnou5UcTcngres6UDYycL6vB04kqsRIz0wOwpy/OANZUkoGt3++hEVbD/NEbEtu69XI6ZDyRUQqAb2BmwCMMelAuohcClxgHzYemA08ClwKfG6MMcACEaksIrWNMXv8HLryAZfbQ89XZrHvWBoAV3Sow3+vbe9wVHarwYxNnFspiqs6BUarwcdzt/LnxgM8e8l5nHduJafDySagPp1FpJSILBeRX+3thiKyUETiReQbEYm095e2t+Pt+6OdjFsVjMutAxLPZk9SCle/N4/l260BSsGSGNgaAgeAT+3r+SMRKQfU8voPfy+QuTZuHWCH1/k77X3ZiMhwEVkiIksOHDhQjOGrwpq/5RBNHv8tKzGYdn+vgEgMAOZtOcSy7Ue584LGAdH6tnpnEq9M20D/VrW4sXsDp8M5TUAlB8B9WM2PmV4B3jTGNAGOALfa+28Fjtj737SPU0Eic0BioAwGCjQb9x7ninfnsftoKuNv7hIwA5QKIBzoCIwzxnQATnKqCwEAu5XAFORBjTEfGGNijDExNWrU8FmwquiMMVw5bh7XfWiti9C1YVW2vjyYFuecfV0Ef7BaDTZTq2Jpro6p53Q4nEhzcc+EZVQvX5pXr2wbkOXOA+bTWUTqArFYg5iwByldCHxvHzIeuMy+fam9jX1/PwnEd1flKnNAohZBOt3ChENc/d483B7Dt3d0p0eTgpWRDRA7gZ3GmIX29vdYycI+EakNYP/eb9+/C/D+xK5r71NBYN3uYzQcPZWl244A8M3wbnxzR/7XRfCHBQmHWZR4mDv7NCYqwvlWgyd/WsP2w8mMGdLBp7M2fClgkgPgf8AjgMfergYcNca47G3vpsasZkj7/iT7eBUEtOUgd1NX7+GGjxdRo0JpJt3VI1+r0QUiY8xeYIeINLd39QPWAZOBYfa+YcDP9u3JwI1i6QYk6XiD4HDvhOUMHmuti1CnchniXxxE10aB91E8duZmalQozZAu9Z0OhR+W7uTH5bu4t19TujQM3MqmATEgUUT+Bew3xiwVkQt8+LjDsUY/U7++838UyuLyWMlBoFQmCwSf/bOVZ39dR8f6VfjoxpiA/TZRAPcAX9njhBKAm7G+jHwrIrcC24Br7GOnYk1jjMeayniz/8NVBbHjcDK9Xj1V/njc0I4MahNYSx5nWrT1MPMTDvFEbEvHWw0SDpzgyZ/X0LVhVe65sKmjsZxNQCQHQE/gEhEZDEQBFbGmQlUWkXC7dcC7qTGzGXKniIQDlYBDOR/UGPMB8AFATExMgfo3VfHRboVTPB7Dq79v5L2/ttC/VS3euq6D4x9gvmCMWQHE5HJXv1yONcDIYg9K+cTLv63n/b8SsrY3PH9xQP/Njp25merlIxna1dlBf2kuaxnmyPAw/hdgS0TnJiCSA2PMaGA0gN1y8JAxZqiIfAdcBUzk9GbIYcB8+/5Z9geMCgLarWBJd3l49IdV/Lh8F0O71ue5S1sH/AeGKrkOn0yno1f54+cva80N3QJvlL23pdsOMzf+II8NblHk9RuKKu63DazdfYwPb4yhdqUyjsaSHwGRHJzBo8BEEXkBWA58bO//GPhCROKBw8AQh+JTheDKajkoucnBiTQXd365lL83H+ShAc0Y2bdJQA3gUsrbJ3O38tyv67K2VzzVn8plA7/ra8zMeKqWi+TfDicxM9bt49N/ErmpRzT9W9U6+wkBIOCSA2PMbKziKBhjEoAuuRyTClzt18CUz2QWQSqp5ZP3H0/l5k8Xs2Fji4kGAAAgAElEQVTvcV69qi3XBMDUKqVyk5zuotVTv2dt33thEx4Y0PwMZwSO5duPMGfTAR69uIWjlQf3JqXy8PcraVW7IqMHO1shsiACLjlQoS+z5SAQypf6W8KBE9z4ySIOnUjno2Ex9G1e0+mQlMrVLyt3c8+E5Vnb80ZdyLmVA785PNNbs+KpXDaCGxwsMOT2GO6buJw0l4e3rg+a0ueAJgfKARkltOVg2fYj3PrZYsJEmDi8G+3qVXY6JKVOk+H20P3lWRw8YVU5vKpTXV6/up3DURXMqp1HmbVhPw8NaEb50s79N/f2rHgWbj3M61e3o3GN8o7FURiaHCi/K4kDEmeu38fIr5dRq2IU42/uQnR159drVyqnf+IPMvSjhVnb0//Tm2a1KjgYUeGMnRlPxahwhvWIdiyGRVsPM2bmJi5rfy5Xdgy6KqeaHCj/yyhhAxInLtrOYz+upnWdSnxyU2eqly/tdEhKZWOM4fJ357Fix1EAejapxpe3dg3KQbJrdiUxY/0+/nNRMypERTgSw9HkdO6buJz6VcvywuVtgvJ91ORA+d2pIkjBd8EUROba8f+bsZk+zWrw7tCOlHOwiVOp3KzZlcS/3pqbtf3diO50jg7cyn1n89aszVSICuemntGOPL8xhoe/X8XBE2lMurOno90aRRGcUaugVhJaDlxuD0/8tIaJi3dwVae6vHxFm5B+vSo4jfxqGVNWW5WqG1Qry6wHLwjqWhvr9xzj97X7uLdfUyqVcabV4IsF2/hj3T6eiG1Jm7qBtQxzQWhyoPzu1JiD4P0QOpOUdDd3f72MmRv2c3ffJjw4oFlQNiuq0LX9UDK9XztV/vj9Gzox8LxzHIzIN96eFU/50uHc4lCrwbrdx3hhynr6Nq/BLT0bOhKDr2hyoPzOFcIDEg+fTOeWzxazcufRoKggp0qeF6es48O/twLWjKE1zw4M6PLH+bVp33GmrtnDXRc0dqRAU3K6i7snLKNymQhev7odYUHcAgOaHCgHpNvdCqE2lXHH4WRu/GQRu4+mMG5oJy5uHfzfxFToOHQijU4vzMjafunyNlzfNXQWpHtrVjxlIkpx2/mNHHn+ZyavZevBk3x1a1eqhcCgY00OlN+53B4iSklINbWv2ZXETZ8uJsPt4avbuhITxAO6VOj56O8EXpiyPmt75VMDqFTWmT754hC//wS/rtrNHb0bO7Ki6c8rdvHtkp3c3bcJPZpU9/vzFwdNDpTfZbg9hIeFTpfC35sPMOKLpVQuG8nE4V1pUjP45oWr0HQyzcV5T58qf3z/RU25/6JmDkbkOx7PqbX23p61majwUtzey//9/NsOneTxH9fQqUEV7r8osJdhLghNDpTfZbhNyAxG/HH5Th7+bhVNapZn/C1dqFUxyumQlAKsb7P3TVyRtT1/9IVBsRpgfp1Id2XdnrxyN7f1auT35vx0l4d7JywnTGDMkPaEh9A4Kk0OlN9luD1BPxjRGMP7cxKI+20D3RtV4/0bO1HRoYIrSnnLcHvo8uIMjiRnADCkcz3irmzrcFS+dywlI+t2RKkwbu/l/7EGr0/fyMqdSYwb2pG6Vcr6/fmLkyYHyu9cbhPUBZDcHsPzv67js3mJ/F+7c3n96rZBtaCKCl1/bz7ADR8vytqe8UDvkO3mOpZyquVgaNcG1Kjg31aD2Rv388GcBIZ2rc+gNrX9+tz+oMmB8rsMT/C2HKRmuHng2xVMXb2X285vyGODWwb9lCUV/IwxNBw99bT9F/13jgPR+Eb50uFUjAqnQlQElcpEULGMdbtiVDgVy0Swfs/xrGNH9PFvq8H+Y6k8+O1KmteqwJP/auXX5/YXTQ6U31ljDoIvOUhKzuD2L5awaOthnohtyW0ONGMqldP+Y6k88sMqp8PwuRNpLk6kuSAp9azH1vTjWB+Px/DAtys5me5i4vXdQqJGRG40OVB+lzmVMZjsPprCTZ8uYuvBk4y9rgOXtDvX6ZCU4tdVu3nipzWkZrhzvX/Wg31oVAxLBWe4PZxMc3E81UVSSgZJKRkcS8ngeKqLY6nW7STv7VTr2Mz9J9JcZ3+SAPXenC3MjT/Iy1e0oWkQrliZX5ocKL8LtqmMG/ceZ9gniziZ5mL8zV1CZh6zCl5Hk9N56ue1TF65m3b1KvPfa9ox5IMFHDiexoLR/bj2g/lsO5TMhW/8xUMDmnH3hb6dYhdRKozKZSOpXDaSej595PzrGTeLXUdT/PqcS7cd4Y3pm4htW5shnZ165f4RPJ/QKmRkuA0R4cHxp7cg4RBXvTcPjzF8c0d3TQyU4/7adICB/5vD1NV7eLB/M34Y0Z3GNcqTmm61HpQrXYq/Hu7LK1e2AeD16ZtoOHoK6S6Pk2H7nL8Tg6SUDO6dsJzalaJ4+YrgXIa5IILjE1qFlAy3h4ggGMQ3dfUebvx4ETUrlGbSXT1odW5Fp0NSJdjJNBeP/7iaYZ8somJUBD+N7Mk9/Zpmza1PtrsWyth94Nd2rs+ix/oBYAw0e+I3lm8/4kzwQc4Yw2OTVrP3WCpjr+tQIqYta3Kg/M4VBAMSP/tnKyO/XkabupX44c4eITeHWQWXpdsOM3js33y9aDu392rIL/ecT+s62ZcDdtsVA70L8dSsGEViXCzn2y1el787j9GTQm/wYnGbsGgHU1bv4aEBzelYv4rT4fhFYH9Cq5CU7vYEbJ0Dj8fw8m/reeaXdfRvWYuvbuvqyApvSgGkudy8Mm0DV783H7fHMPH2bjwe26rAI+S/vK0rn9wUA1j/0UWPmsLx1IyznKXAWu3x2V/W0qtpde7oXXJmKGlyoPzOFaB1DtJdHh74dgXv/5XAv7vVZ9y/O4XsNCUV+NbvOcalb//DuNlbuCamHtPu703XRtUK/XgXtqjF6mcGZG23eWY6M9fv80WoISs1w83dXy+jQlQ4b1wT/MswF0TgfUKrkOcKwLUVTqS5uHX8Yn5asZuHBjTj+UtbU6oEfRCowOH2GMbN3sIlb8/l4Il0Ph4WQ9yVbSlfuuiTyypERZAYF5s10v7W8UsY+tGCIj9uqHru13Vs2neCN65pT80KJWvdFE0OlN9Z3QqB86e3/3gq174/n3lbDvHaVW25+8KmIT8SWQWmxIMnueb9+bwybQP9W9Vi+n96069lLZ8/T9yVbfnxrh4A/BN/iOhRU9h/7OzFhkqS31bv4euF27mjdyP6NKvhdDh+Fzif0KrEcLkNkQGSHGw5cIIr3p3H1oMn+WhYDFfHhPbcZRWYjDF8uWAbg8b8zeZ9xxkzpD3vXN+RquWKb7xLh/pV2PTCIDIbyLq8NJNvFm8vtucLJjsOJ/PID6toV68yDw5o7nQ4jgiMT2hVolhFkJz/Zr5s+xGuGjePlHQ3E27vRt/mNZ0OSZVAe5NSuenTxTzx0xpioqvw+396c2n7On5pvYoMDyPh5Vge7N8MgEd/WE2vV2fhsWc+lEQZbg/3TVwOBt4a0oHIIKnJ4msl81UrRwVCEaQZ6/Zx/YcLqFgmgh/u7EG7epUdjSfUiEiiiKwWkRUissTeV1VE/hCRzfbvKvZ+EZGxIhIvIqtEpKOz0fvP5JW7Gfi/OSzceojnLz2Pz2/pQu1KZfwexz39mjLrwT4A7DicQqPHprLlwAm/x1EY51by7ViA/83YxLLtR3nxijbUr1ZypzBrcqD8zukiSBMWbWf4F0toVqsCP9zZg+jq5RyLJcT1Nca0N8bE2NujgJnGmKbATHsbYBDQ1P4ZDozze6R+duRkOnd/vYx7JyynUY1yTL23Fzd0j3Z0rEujGuVJeGkw0fZ/iP3e+IsxMzY7Fk9++bIGyT/xB3l39haujalX4tdP0eRA+Z218JL///SMMbz5xyZGT1pN72Y1mHB7N6qX9+8a8CXcpcB4+/Z44DKv/Z8bywKgsojUdiJAf/hz434G/m8Ov6/dy8MDm/PdHd2LZXGkwggLE2Y/3JdXr2oLwJszNhE9agpprtwXdgoEdav6pqXl4Ik07v9mBY2ql+PpS0JzGeaC0ORA+V2G2/h9toLL7WH0pNWMmbmZqzvV5cMbYyjng6lhKk8GmC4iS0VkuL2vljFmj317L5A5DL8OsMPr3J32vpByMs3F6EmrufnTxVQpG8lPI3sysm+TgJq5k+mamHoserxf1nbzJ6axdFtgll6uW7noyYHHY3jou5UkpWTw9vUdKRupnw0B8VcpIlEiskhEVorIWhF51t7/mYhstfstV4hIe3t/ie2jDAUZHg+RfqxzkJzu4o4vljJx8Q7u7tuEV69qG5BFmELM+caYjlhdBiNFpLf3ncYYg5VA5JuIDBeRJSKy5MCBAz4MtfgtTjzMoDF/M3GxNTXu57t7ct65lc5+ooNqVrBKL/dqapVevnLcPB79PvBKL/uiW+HjuVuZvfEAT8a2pGVtXUMFAiQ5ANKAC40x7YD2wMUi0s2+72G737K9MWaFva/E9VGGCrfHYAx++7Z06EQa13+4kD837uf5y1rz0MDmWsPAD4wxu+zf+4EfgS7AvszuAvv3fvvwXZBt5d+69r6cj/mBMSbGGBNTo0ZwzDtPc7l5+bf1XPP+fAyGb4Z3Z/TglkFVefOLW7vy6U2dAfhmiVV6+VgAlV4uarfCqp1HefX3DQw8rxb/7tbAR1EFv4BIDuy+xsyhsRH2z5m+VZSoPspQkuG2lo31x9oK2w8lc9V781m/5xjj/t2JG/TC9wsRKSciFTJvAwOANcBkYJh92DDgZ/v2ZOBGu0WwG5Dk1f0QtNbuTuKSt/7h/b8SGNK5Pr/d15suDas6HVah9G1RkzXPDszabvvMdGasC4zSy/WK0HJwPDWDeyYsp0b50rxyZVv94uAlIJIDABEpJSIrsL5N/GGMWWjf9aLddfCmiGSOHstXH2UwN0OGqszkoLiLIK3ZlcQV4+Zx+GQ6X93WlYHnnVOsz6eyqQXMFZGVwCJgijFmGhAH9BeRzcBF9jbAVCABiAc+BO7yf8i+43J7eOfPeC575x8OJ6fz6U2defmKNj4pf+yk8qXDSYyLZWjX+gDc9vkSrvtgAVYPkXPOKeRURmMMT/y0hh2HkxlzXQddYC2HgPlrNca4gfYiUhn4UURaA6OxBi5FAh8AjwLPFeAxP7DPIyYmpuRW9QggGW57WdlinMo4Z9MB7vxyKZXLRjJxeFea1KxQbM+lTmeMSQDa5bL/ENAvl/0GGOmH0Ird1oMnefDbFSzbfpTYNrV54bLWVCnGKodOePHyNlwdU4/L3vmH+QmHaDh6Kgsf60etis6sPVDY8UPfL93Jzyt280D/ZnSODs4WneIUMC0HmYwxR4E/gYuNMXvsroM04FOsfkvIZx+lCjwuu+WguIogTVq2k1s+W0y9qmWZdFcPTQyUXxhj+GJ+IoPH/E38/hOMGdKet6/vEHKJQab29Sqz6YVBWUl+15dmMmFR8JRejt9/gqd+Xku3RlUZ2beJ0+EEpIBIDkSkht1igIiUAfoDG7wGLwnWnOg19ikh2UdZEqRnJgdhvv3TM8Zaye6Bb1fSOboq347o7tg3GVWy7ElK4cZPFvHkz2vp3LAq0//Tx2/lj50UGR5G/EuDeXigtfbA6Emr6RkX+KWXUzPc3DNhOVERYfzv2g66+moeAqVboTYwXkRKYSUs3xpjfhWRWSJSAxBgBTDCPn4qMBirjzIZuNmBmFUhuOxuhYhw312Qbo/huV/WMn7+Ni5pdy6vXd2W0uHBMxpcBSdjDJNX7ubJn9aQ4Ta8cFlrhnatH/JJQU4j+zZhcJva9H19NruOWqWXZzzQO2Bb7eJ+28D6Pcf4eFhMoccrlAQBkRwYY1YBHXLZf2Eex4dMH2VJkzVbwUctB6kZbh74dgVTV+/l9l4NGT2oJWH6TUAVs8Mn03nypzVMWb2HjvUr899r2pfoMtwNq5cj4aXBXPTmXyQcOMlF/53Dff2a8h97QadAMX3tXj6bl8gtPRsWy1LYoSQguhVUyZE5INEXRYiSkjO48eNFTF29lydiW/J4bCtNDFSxm7VhHwP/N4fp6/byyMXN+W6Ers8BVunlWQ9ewGt26eUxMzcHVOnlPUkpPPLDKs47tyKPDiqZyzAXhCYHyq9cHnvMQRHrHOw+msJV781jxY6jjL2uA7f1auSL8JTK04k0F6MnreKWz5ZQrVwkP488n7suaKJ91jlcHVOPxY9flLVtlV4+7GBE1kDo+yasIN3l4a3rOmi3Yz5ocqD8KrNboSgtBxv3HueKd+exNymVz27pXOJXT1PFb2HCIQaNmcM3i3cwok9jfr67J63O1TK7ealRoTSJcbFc0NyqZHnluPk89N1Kx+J5a1Y8ixIP88JlrQNmkatAp8mB8qusOgeFbDlYkHCIq96bh8cYvh3RnR6Nq/syPKWySc1w89LU9Qz5cAGC8O0d3Rk1qEXAffN0uhBRXj67uQuf3myVXv5+6U5HSi8vSDjEW7M2c0WHOlzRsa5fnzuYaXKg/KooLQdTVu3hxo8XUatiFJPu6qELpKhitWZXEpe8PZcP5iRwfZf6/HZfL2ICtFhOmsu6rkoXU/2Qoujb/PTSy7+v3euX5z5yMp37J66gftWyPHdZa788Z6gIvL8kFdJchRyQ+Ok/W7l7wjLa1q3E9yO6+2QlNqVy43J7eHvWZi575x+OJmfw6c2defHyNgG9xHdyujXor2xkYLVoZMosvZy5vskdXyy1FqMqxhYPYwwPf7+SQyfTePv6jkFfvtrfNDlQfpWeNZUxf90KHo/h5anrefaXdQxoVYsvb+uqNdBVsUk4cIKr3pvP69M3MahNbab/pzd9m9d0OqyzSk53AVA2MrD/A3z+stb8PLInAIu2Hqbh6KnsTUotlucaPy+RGev3M2pQS1rXCezlsQORJgfKrzJbDiLz0fyZ7vLwwLcreH9OAjd0a8C7QzsF1VK3Knh4PIbx8xIZPPZvth48ydjrOvBWEC3Gk5phtRxERQT+R3q7epXZ/OKgrM+Abi/P5KuF23z6HGt2JfHS1A1c2KImt/SM9uljlxSB/5ekQkpGPlsOjqdmcMtni/lpxW4eHtic5y49T6eMqWKx+6hV/vjpyWvp1qga0//TO+hmwJzqVgjsloNMEaXC2PTCIB652Ko38PiPa+j+8kzcPii9fDLNxb0TllOlXASvXaXLMBeWJgfKr/IzIHH/sVSufX8B8xMO8dpVbRnZt4le4MrnjDH8uHwnA/83h2Xbj/Di5a359KbOQbkmR2ZyUCZAxxzk5a4LmjD7oQsA2JOUSuPHprJ53/EiPebTk9ey9dBJ3ry2PdXKl/ZBlCWTJgfKr1yeMw9I3HLgBFeMm0fioZN8PCyGq2Pq5XqcUkVx+GQ6d321jP98s5LmtSrw2329GNq1QdAmoSl2t0KZIOx2i65ejq0vD6ZpTav+QP835/DG9I2Feqyflu/i+6U7ubtvE53mXESaHCi/OtVycPqH8LLtR7hq3DxSM9xMHN6NC4JgIJgKPjPW7WPAm3OYuX4/owa14Js7utOgWnCXP04J8NkKZyMi/PFAH964uh1gFS2KHjUlayxFfiQePMnjP64mpkEV7uvXtLhCLTE0OVB+daoIUvY/vT/W7eP6DxdQsUwEP9zZg7Z1KzsRngphx1MzePT7Vdz2+RKql4/k57t7MqJP45AYyxKs3Qo5XdmpLkueOFV6ucWT01icePbSy+kuD/dMWE54qTDGXNfhtM8XVXD6Diq/yq3l4OuF27njiyU0q1WBH+7sEfTf4lTgWZBwiEFj/ua7pTsY2bcxk+8+P6SKaKVkTWUM7uQAoHp5q/TyhS2slsOr35vPA9+sOOM5r07bwOpdSbxyZVvqVC7jjzBDniYHyq9cXgMSjTH8949NPPbjano3q8GE27tRXQcQKR9KzXDzwq/ruO7DBYSHCd+N6MHDA1vkayptMAm22Qr58clNnRl/SxcAJi3fRfSoKSSlnF56+c8N+/lo7lZu6NaAi1uf4+8wQ1ZoXSEq4KW7T01VGvXDasbO3Mw1MXX58MaYgK5Ap4LP6p1J/N9bc/lo7lb+3bUBU+/rRacGVZwOq1ikZNU5CP6WA299mtVgrVfp5XbPTmfamuyllx/8biUtzqnA47Et/R1eSNNPY+VXLreHMLHKp87asJ97LmzCA/2bBe0ocRWYpq3Zy91fL8PlMVQqE8Hm/ce5/fMllAoLo5RAqTAhTMT6HSaEhwmlxLqd+Ts8TLyOI+u+8LDsx5Wyj/V+vFL2OaXCwqxz7ftKZf7Odpx1bngpyXZcWBiE5zg/87icsR44ngaA2+MhNcNN6fCwkLmmytmll5/6eQ2fz9/GiC+XEuOV5KWku3n7+g4hlxg5TZMD5VcZbg8eA7M37ueFy1rzb7vWulK+VDEqnB5NquP2eHB7DG6PId3lwW3ceOxtjzG4PMbaNvY+r9vurOM4tW3fF6je+XML7/y5xekwit2SbUeybj9zSSua1KzgYDShSZMD5VdlIsMpHR7GW9d1YMB52j+oikePJtXp0aT45rmflkQYk5V0WLfB5fHg8XAq8TAGl9v6fdo53gmKMbg95PnYbo/3cdbPkeT0EpEU5OYarYVSLDQ5UH51d98m/LtbfWpWCL4qdEplCgsTwhACqSX74YEtnA4h34wxpLk8JKe7Sc3I/PGQ6nKTmu629rvsfRmnjrGOt477a+MBfhrZM2S6TwKNJgfKryLDwzQxUKqEExGiIkrpOIEAprMVlFJKKZWNJgdKKaWUykaTA6WUUkplo8mBUkoppbLR5EAppZRS2WhyoJRSSqlsxJjArfblSyJyANhWTA9fHThYTI9dXDRm/wjGmJsbYwK65FwxX8/+Eox/G0VRkl5vIL3WBsaYGgU9qcTUOSjMm5NfIrLEGBNTXI9fHDRm/wjWmJ2O4WyK83r2l2D82yiKkvR6Q+G1areCUkoppbLR5EAppZRS2Why4BsfOB1AIWjM/qExq7yUtPe5JL3eoH+tJWZAolJKKaXyR1sOlFJKKZWNJgdKKaWUykaTg3wSkUQRWS0iKzKneonIMyKyy963QkQGex0/WkTiRWSjiAx0IN7KIvK9iGwQkfUi0l1EqorIHyKy2f5dxT5WRGSsHe8qEeno73jPEHMgv8fNveJaISLHROT+QH6fzxBzwL7PoUhELrbfz3gRGeV0PL4gIp+IyH4RWeO1L2CvhaIQkXoi8qeIrBORtSJyn70/dF6vMUZ/8vEDJALVc+x7Bngol2NbASuB0kBDYAtQys/xjgdus29HApWBV4FR9r5RwCv27cHAb4AA3YCFDr3HucUcsO9xjnhKAXuBBoH+PucRc1C8z6HwY7/vW4BG9t/5SqCV03H54HX1BjoCa7z2BcW1UIjXWhvoaN+uAGyyr5WQeb3aclA8LgUmGmPSjDFbgXigi7+eXEQqYV2oHwMYY9KNMUftuMbbh40HLvOK93NjWQBUFpHa/or3LDHnxdH3OBf9gC3GmG0E8Pucg3fMeQm09zkUdAHijTEJxph0YCLW+xzUjDFzgMM5dgfLtVAgxpg9xphl9u3jwHqgDiH0ejU5yD8DTBeRpSIy3Gv/3XYz0SeZTUhYfyQ7vI7Zae/zl4bAAeBTEVkuIh+JSDmgljFmj33MXqCWfdvpeCHvmCEw3+OchgAT7NuB/D57844ZguN9DgUl6T0Nlmuh0EQkGugALCSEXq8mB/l3vjGmIzAIGCkivYFxQGOgPbAHeMPB+LyFYzXvjTPGdABOYjVxZTFWW1cgzWPNK+ZAfY+ziEgkcAnwXc77AvB9BnKNOeDfZxXcAvVaKAoRKQ/8ANxvjDnmfV+wv15NDvLJGLPL/r0f+BHoYozZZ4xxG2M8wIecam7dBdTzOr2uvc9fdgI7jTEL7e3vsf7j3ZfZlGX/3m/f73S8kEfMAfweexsELDPG7LO3A/l9zpQt5iB5n0NFSXpPg+FaKBQRicBKDL4yxkyyd4fM69XkIB9EpJyIVMi8DQwA1uToM7ocyBylOxkYIiKlRaQh0BRY5K94jTF7gR0i0tze1Q9YZ8c1zN43DPjZK94b7RG13YAkr6YxR2MO1Pc4h+vI3jwfsO+zl2wxB8n7HCoWA01FpKHdgjME630ORcFwLRSYiAjW+Kj1xpj/et0VOq/X6RGRwfCDNap4pf2zFnjc3v8FsBpYhfWPX9vrnMexRiRvBAY5EHN7YIkd209AFaAaMBPYDMwAqtrHCvCOHe9qIMah9zm3mAP2PbZjKAccAip57Qv09zm3mAP6fQ61H6zR65vs9/Vxp+Px0WuagNUllYHVEnhroF8LRXit52N1GawCVtg/g0Pp9Wr5ZKWUUkplo90KSimllMpGkwOllFJKZaPJgVJKKaWy0eRAKaWUUtlocqCUn4nIPWItLrVWRF7N45jTFrGx9+e1sEslEflFRFbaj3tzPuI4baEr37xCpVQRr/P2IrJA7IX+ROSsJctFpK2IzLefb7WIRBUlfk0OlComInKBiHyWY19frDrr7Ywx5wGv53H6Z8DFuewfBcw0xjTFmjKVWflyJLDOGNMOuAB4w55DfyZjgGnGmBZAO6z68EqpAiim6/xV4FljTHvgKXv7TDGEA18CI+znuwBrSmmhaXKgfEpEhtjfQk+KyBYR6WXv72dn0cliLXXawOucOiLys4gcFpGdIjIix2P+n4isEZETIjJPRFr5+3X50J1AnDEmDbIqbp7G5L6IDeS9sIsBKtjFWcrb57oARORhEVlsr5vwrL2voAtdqRJMRFqKyCwRSRJr2eHLve4707X9ut3Kddw+5kZnXoHfFfU6N0BF+3YlYDdkFeT7REQWibUGTeaCXQOAVcaYlfbjHjLGuIvyAjQ5UD4jIv2BV4CbsZYx7Q0kiEh1YBLwJFAVq9DRN16nfglsxVqkJBZ4yc68EZGmwFfACKwlnH8BJtuZcjBqBvQSkYUi8peIdC7g+Xkt7PI20BLrQ4rdH60AACAASURBVGQ1cJ8xxiMiA7CqGnbBKjLVSax1Qc600JVSWexr7WfgV6zrdzjwpYg0y8e1fRL4P6z/4IYBY0Skhx/Dd0pRr/P7gddEZAdWq8Noe//jwCxjTBegr31MOfv5jIj8LiLLROSRIr8Cp6sw6U/o/ADzgFtz2T8cmOe1XQ5IAVpgfcs1QA2v+z8AvrBv3w1M8bovzD63n9Ov9wzvw0KsimnxWN8KMiuoDcQqS/wWVsW0LlhJkeTxONHAmhz7jubYPmL/vgp4037cJvbjVrQ/WBK9YojHqlwXg9Wy0NU+fwzwvNPvnf4E3g/QGjjh/XcKTAeeP9O1ncdjTQYedPo1+eh9Kc7rfCxwpX37GmCGfXuJ/diZz7Ud60vBQ/ZzVAfKAvOL+hmpLQfKJ0SkFNZ/ODXsZsedIvK2iJQBzsMqPQ2AMeYkVhnR87AuHrx+Z95unWPb+3bO+wOKMaarsfoKbwMmG2Pa2z+/Y5WVnWQsiwAP1gWdX3kt7HKz1+PGY31QtMB6r172iqGJMeZj8l6cS6n8yLwGz3RtZz/B+izojFWCPugV83U+DKtFBqyVUzMHJApW0pD5XPWNMevt55tjjDlojEkGplLE61mTA+UrtYAIrG+wvbCasDsAT2C1DiTlOD4JqGCMOQ78AzwpIlEi0hG4Eiv7Bas+eR970E8k8BgQ6XV/sPkJqzkQEWmG9VoOFuD8vBZ22Y61WBUiUgtoDiQAvwO3iLW0bOb4jpom78W5lMppI1YS+rCIRNhdVX2wrsE8r+1cHuc9rETi92KMNVAU9TrfjfUeA1yItVYDWO/dPfbYIkSkg9f+NiJS1u4G6kMRr2dNDpSvpNi/3zLG7DHGHAT+i7UYyQlODa7JVBE4bt8eitUHvgMYhzUGYSeAMWYD1n+Cb2Mt6lId649+Z7G9kuL1CdDInro0ERhmjDEicq6ITM08SEQmYDUNNrdbYW6174oD+ovIZuAiexusJt4eIrIaaxbDo/a3iOnA18B8+77vOfXBfQ/wlYiswkrmXirG162ClDEmA2vgayzWOJcHgW+xrsGzXdsAiMhrWC0N1xi7fTzEFfU6vx1rxtFKrOtyuL3/eawvYatEZK29jTHmCNbn7WKs7oZlxpgpRXkBuvCS8hl78MzjxpjP7e0rsAYqjcO6OHra+8thDYbraP/nn/Nxvga2GWNG53JfZawPpZjczlVKFT8RmYc1W8ZwlmvbniFzJdDHGHPIoZBVAWnLgfKlT7GavGqKVZznP1gjnH8EWovIlWIV5ngKa9pN5odHSxGpICKRIvJvrGk5WWuki0gnESklIjWwBitO1sRAKf8Rq8BOlN1s/RBQG2uO/tmu7dHA9cBFmhgEF00OlC89j9WstQmroM5y4EVjzAGsbw4vAkeArsAQr/MGYvWPH8GasnixfU6mMcBRrL7PI1hNbkop/7kBq1tvP9b4lP7GmLR8XNsvAfWBeLtOyQkRecy/oavC0G4FpZRSSmWjLQdKKaWUykaTA6WUUkplo8mBUiWMiCSKtWrbChFZYu/7xt5eYd+/wuv40XZhq40iMtBrf66rOkreK0eKiIy1H2uVXdMi87GG2cdvFpFhKKUcpWMOlCphRCQRayporkVZROQNIMkY85xYi1xNwKrQdi5WUapmxhi3iIwH/jbGfGQXqCprjDkq1vK0h40xcSIyCqhijHlURAZj1VYYjDVwbYwxpquIZNbkj8GaGrcU6GTP3VZKOSBYF68psOrVq5vo6Ginw1DKcZGRkbRs2fJATEzMaffZXxY8WKWXwVoFcqKxVpfbKiLxQBcRWYe1sNZN9nnpQLrXORfYt8cDs4FH7f2f20VwFtgtD7XtY/8wxhwGEJE/sJaxnZDXa9DrWan8Wbp06UFjTI2CnldikoPo6GiWLFnidBhKOa5hw4aEhYVhjOGOO+5g+PDhWffNmTOHPn36pBpjMsu11gEWeJ2+096XwqlVHdthfdu/z66tn9fKkXWwqmDmfKy89mcjIsOxK8XVr19fr2el8kFEthXmPB1zoFQJM3fuXJYtW8Zvv/3GO++8w5w5c7LumzBhAuS+vnxO4VgLu4wzxnTAWpp3VM6D7FYCn/RdGmM+MMbEGGNiatQo8BchpVQBaHKgVAlTp471pbxmzZpcfvnlLFq0CACXy8WkSZMge3KwC6jntV3X3nemVR3zWjkyr8fKa79SyiH5Sg4KMrpZRKqJyJ92Jay3czzObHvEc+Z5Ne39pe3HixeRhSIS7XVOXiOlL7b3xduDnpRSZ3Hy5EmOHz+edXv69Om0bm2tfj1jxgxatGgBkOF1ymRgiH2NNgSaAovOsqpjXitHTgZutGctdMMa9LgHa0W5ASJSxZ7ZMICSsXKfUgGrIGMO+nqPbjbGXJt5O3N0s72ZirXYTmv7J6ehxpicnYW3AkeMMU1EZAjwCnCtPVJ6CNba4OcCM8Ra/hLgHaA/1jeYxSIy2RijS84qdQb79u3j8ssvB6yWguuvv56LL74YgIkTJ3Lddddl62YwxqwVkW+x/uN3ASONMW777sxVHSOxyl/fbO+PA74Va4W5bcA19v6pWDMV4oHkzOONMYdFJLP0NsBzmYMTlVLOyNdUxjNNfRIRwVpL/kKvQUyIyE32OXd77ZsNPJQzORCR34FnjDHzxVqLei9QA7sP0xjzsvdx9mn/z955h0dVpX/8czKT3juQhISQQOiBBESagIAoKqIIYi9rW9eyutbd/e2urq7dtbuo2EUsoFjovXdCTUgCgSSQ3utkZs7vj3tnMiEzkwkECHI/z+OTmXPPPffO4Nz73rd8339KKS9Tx5+2nWeP1NRUqSUwaWi0jRBih5SydSlDJ0L7PWtouMap/p5dzTmQwFIhxA41Y9iW0UChrWHQBp+oIYW/q4YF2GQrSymNKF6IUE4zu1lDQ0NDQ0Oj/bgaVhglpcxXcwSWCSHSpZQW3+MsnNQjn8RN6jr+wA8onb4+b98pu87JpU8aGr9nGppM7MmrZFtOGXvzKrm0TwTXp8a0vaNGp0VKyb9+PkCAl54ZQ2OIDvY516ekcYHgknEgpcxX/xYJIRagqKWtVUMA1wIp7VynWgjxtbrO5zRnK+epawYCpTjPYm4zu1lKORuYDYob0pVz1NA4X6ioM7DjaDlbc8rYnlPO3rxKDCYzAGF+nizeX8Du3Ar+cVU/PPRaYdL5iBCCo6W1rMoo5u1VWVzSK5wbh3VnfFIEep32b6px5mjTOBBC+AJu6g3dFyWT+Fl18wQgXUqZ58I6eiBISlkihHAHrkSRYoXm7OZNwHRgpZRSCiEWAl8LIV5HSUhMBLYCAkhUs6fzUZIWb3T1Q2tonG9IKcmvqGd7jsUYKONQYQ0A7jrBwOgg7hgVx9DYEFJigwnwdueVJRl8sCabjIJq3rt5CBH+Xuf4U2icCv+7JZV/LNzH3K25rM4oZnVGMRH+nswcGsOM1BhiQjRvgkbH44rnIBJYoKYH6IGvpZSL1W03YCekoCYwBgAeQohrUAyKo8AS1TDQoRgGH6q7fAx8oUqzlqnrOs2UFkL8CaXcSQfMkVLub99H19A4PzAYzcz6cDM7jiqtBvw99aTEBTM1OYrU2GAGxQTh5a5rtd9TlyfRr1sAT3y/h6vf3sAHt6SQHBN0tk9f4zTx0LvxwrQB9I7057lfD2IySwK93XlnVRbvrMpiTGI4N16keBPcNW+CRgdxwTRe0rKbNc5Xvtx8lL/9uI9HJiQyqW8XenfxR+cm2t5R5cDxKu75YjtFVY28cv1ApiY7z93VqhU6L+syi3ngq53odW78/co+HCmp49ttuRRUNRDh78mM1BhmDtW8CRrNnOlqBQ0NjXNAQ5OJt1dmkhobzMOXJtK3W0C7DAOAvt0CWPinUbjrBHPWHzlDZ6pxNhidGM6PD4wkyMedx7/bQ9dAL9Y/OY6Pbk1lQFQg763OYswrq7h1zlYW7ztBk5qDoqHRXi6YxksaGucjX24+SmFVI2/eMJjmyt/2sy2njFqDiVsvjuu4k9M4J8SH+7HgjyN5cO4unp6/l4yCav42pQ8T+kZyvKKeb7fnMm9bLvd9uZNwf09mpEZzw9DumjdBo11ongMNjU5KTaOR91ZnMzoxjOHxoae8jtks+e/yTHqE+TI1uVsHnqHGuSLQ2505t6Vy16gefLoxhzs+3UZlXRPdgrx5ZEIv1j0xjo9vS2VQdCDvr85m9MuruOXjLSzaq3kTNFxD8xxoaHRS5qw/Qlmtgccm9W57shOWHijg4IkqXp8xSCt/+x2h5B30pXekP3/9cS/XvLeBj25LpWe4H3qdG5f2ieTSPpGcqKzn2215zNt2jPu/2kmYnyfXp0Yza2h3uodq3gQN+2hXCg2NTkhFnYEP1x5mYt/I06owsHgN4sN8uXqQ5jX4PTJjaAxf3z2cqvomrnl3A2sOFbfY3jXQm4cnJLLuyfHMuT2V5Jgg/rcmmzGvrOKG2Zv4dlsu1Q1NDlbXuFDRjAMNjU7I/9YepsZg5LFJvdqe7IQl+wtIL6jmwUsTNK/B75ihcSH89KeRRAf7cMcnW/l4/RFOrkTTuQnGJ0Xy0W2pbHhqPI9N7EVhVSNP/LCH1H8v58G5u1iVUYRRCztooIUVNDQ6HUXVDXy6IYerBnYjqUvAKa9T3dCkeA3Cfbl6kNZ65PdOdLAP3993MY9+u5vnfjlAWm4Fz0/rj7+Xe6u5XQO9efDSRP40PoFduRUs2JnPz3uO83PaccL8PJma3I1pg6Po1y3gtBJhNc5fNONAQ6OT8d6qbAwmM3+eeGpeg8KqBj7ZkMNXm49S3WjkvZuGtLv8UeP8xNdTz/s3pfDe6izeWJ5JWl4Fb88azMBo+6EpIQRDugczpHswf7+yL6syipi/M4/PN+Xw8foj9I70Z9qQKK5JjqJLoKaweSGhGQcaGp2I/Ip6vt5yjOlDoukR5tuufbOKavhw7WEW7MrHaDZz+YCu3Dsm3uGNQeP3iZub4E/jExkeH8pDc3dx3fsbeXJyEneO7IGbEyPRQ+/GZf26cFm/LlTUGfhlzwnm78zjxUXpvLQ4nZE9w5g2OIrJ/bvg46GjvsmEj4d2C/m9oikkamh0Ip76YQ/zd+az6vGxRAV5u7TP9pwy/rf2MMsOFOKpd2NGagx/GN2D2ND2GRcWNIXE3w8VdQae/GEPS/YXMrZ3OK9eP4gwP892rXGkpJYFu/JZsCuP3LJ6vN0VwwDghWkDuPEireNtZ+ZUf8+acaCh0Uk4UlLLhNfXcMvwWP55dT+nc81myYr0Ij5Yk82Oo+UE+bhz68Vx3HZxLKFtXPzj4uLw9/dHp9Oh1+vZvn07M2fOJCMjA4C0tDQDcFBKmQwghHgauAswAQ9JKZdY1hJC6IDtQL6U8kp1rAfwDRAK7ABukVIahBCeKF1YU1C6rs6UUua0dQx7aL9n15FS8uXmozz360GCvN3578xkRiSEndI624+W8+22XL7b0bLX3nNT+3Hz8FgtP6ETcqrGgeYT0tDoJPx3+SE8dG48MC7B4ZxGo4kfd+Uze+1hsotriQry5p9X9WXG0Jh2uXhXrVpFWFjzDWLevHnW10KIcmC++rovSiO0fiidUZcLIXpZGqABDwMHURqtWXgJeENK+Y0Q4gOUm/776t9yKWWCEOIGdd5MF46hcRoIIbjl4jhSYkN4cO5Obvp4Cw+MTeCRCYntqmARQjA0LoTcsjq+25HH9JRovleNhL//tJ+//9Sy992fJ/Ti4QmJHfpZNM4eWm2ThkYnIL2gioVpx7l9ZBzh/q2f/KsamhSlu5dW8eQPe/Fy1/HWrMGseXwst4/s0WGxX9WTGEJzt9WpwDdSykYp5REgCxgGIISIBqYAH1n2F8qj43jge3XoM+Aam7U+U19/D1yqznd4DI2Oo2+3AH5+cBTXp0Tzzqosbpi9mfyK+navsyK9CB8PHc9P60/Oi1NY/+Q4ekf6t5pXVN1AQ5OJ1RlFrDhY2BEfQeMsohkHGhqdgNeWHsLPQ8+9Y+JbjBdUNvDCbwcZ8Z+VvLQ4nd5d/Pnyrov45cFRXD2o2ylpFwghmDRpEikpKcyePbvFtnXr1gE0SSkz1aEoINdmSp46BvBf4AnAtjA+FKiQUhrtzLeupW6vVOc7O4ZGB+Ljoefl6YN484Zk0guqufy/a1m870S71rhuSBR1BhMfrVOaeIX6elJQ1QBAVJA3m54ezwvTBlBY1cDgZ5dx+yfbuOeLHZjMF0YI+/eCFlbQ0DjH7D9eybIDhTw6sRdBPh4AZBZW87+1h/lpdz4ms+TKgd24Z0w8/aMCT/t469evJyoqiqKiIiZOnEhSUhJjxowBYO7cuQBlba0hhLgSKJJS7hBCjD3tk3IBIcQ9wD0A3btrSXCnw9TkKJJjgnhw7i7u+3InNw/vzt+m9MXLXdfmvuOTIrm8fxfeWpHJ5P5diAzworJeUVjMr6jn4v+sBBRDYXpKNGV1Bn7dcwKj2YzOre31NToHmnGgoXGOWZh2HL2b4NaLY9l6pIz/rclmRXoRXu5u3HRRLHeN6tGhHfWiopSH8oiICKZNm8bWrVsZM2YMRqOR+fPnQ0vjIB+IsXkfrY5dDVwthLgC8AIChBBfArcAQUIIveodsMy3XStPCKEHAlESEx0dowVSytnAbFASEk/jK9AAYkN9+f6+Eby6NIPZaw+zPaecd24cTEJE6xDByfzjqn6szijm0tfW8PaswYztHc7qDEW2+ZEJiVwxoCuJEX4IIfjfmmzFODBJPE/zjlNWayDAS6+pfZ4FtG9YQ+McIqVUn6okd3y6jRn/28Su3Ar+PKEXG5+6lH9e3a9DDYPa2lqqq6utr5cuXUr//v0BWL58OUlJSQC2QvsLgRuEEJ5qFUIisFVK+bSUMlpKGYeSTLhSSnmzVJIWVgHT1f1vA36yWes29fV0dR/p6Bgd9qE1HOKhd+OZK/rwyR1DKa5u5Kq3NzBv27FW0ssn0yXQy1rO+ODcXVzUIxR/L+XOPz0lml6R/tbKBYsAl9F0evbclsOljHhxBf/6+cApr9HQZOL/ftpHblndaZ3LhYBmHGhonCOaTGb+9fMB8sqVpLDSGgPPXdOfDU+O5+EJiYT4enT4MQsLCxk1ahSDBg1i2LBhTJkyhcmTJwPwzTffMGvWrBbzpZT7gW+BA8Bi4AEXqgieBB4VQmSh5BR8rI5/DISq448CT53GMTQ6kHG9I1j08GgGdw/iyR/28tA3u6lqoxnTfZf0tL5+aXE61Q1Kmsmol1bx1opM6zZ39SnfaD71ng178iq467PtNBrNfLs9l7Jawymts/RAIZ9vOsq2nDYjZxc8WlhBQ+MsYzCamb8zj3dXZ5FbphgGz13TnxuHdT/jMsfx8fGkpaXZ3fbpp58CcP/997cYl1I+DzzvaE0p5Wpgtc37w9ipNpBSNgDXO1jD6TE0zjwRAV58cddFfLAmm9eXHSItV5FeHuSgK+hTlycxMiGUWz5u7eS5uGeo9bVep3oOTjEhMaOgmlvnbCXY1533bhrCrXO2MnfrMaclv45YsFMpvfR2IbfiQkfzHGhonCUajSa+3HyUca+u5qn5ewlRkw9HJoRyy/BYrf+BxjlH5yZ4YFwC3947HJNZct37G5m9Nhuzgxv76MRwcl6cQs6LUxifFEH/qAByXpzC0LgQ6xy9+v910yl0e8wpqeXmj7fgoXPjq7uGM6ZXOKMSwvhi09F2r1dc3cjazBIAvDw046AtXDIOhBA5Qoi9QojdQojt6tg89f1udftudTxUCLFKCFEjhHjnpHVS1HWyhBBvqTXOCCFChBDLhBCZ6t9gdVyo87KEEHuEEENs1rpNnZ8phLgNDY1OSkOTic825nDJy6v524/7iAzw5LM7h/HidQMBuGJA13N8hhoaLUmJDeG3h0YzoU8kL/yWzh2fbqOkptHpPjWNRnzt6G3o3ZTbTHtLGU9U1nPTR1swmsx89YeL6B6q5N7cMTKOgqoGFu0raNd6C9OOW8/BS68ZB23RHs/BOCllskWGUUo5U32fDPyAqqgGNAB/B/5iZ433gbtREo4Sgcnq+FPACillIrBCfQ9wuc3ce9T9EUKEAP8ALkJxX/7DYlBoaHQW6g0mPl5/hDEvr+IfC/fTPcSHr/5wET/cP4JLeoWzaO8J3ARM6tvlXJ+qhkYrAn3cef/mITx3TX82HS7l8jfXsV598rZHbaMRPzvlCJawQlM7EhJLahq56aMtVNU38fmdF5FoI7I0rncEcaE+fLLhSDs+DSzYlYdF3dlb8xy0yWmHFdSn/xmoimpSylop5XoUI8F2XlcgQEq5Wc1Q/hz7ymknK6p9LhU2o5RIdQUuA5ZJKcuklOXAMpoNDQ2Nc0pto5HZa7MZ/fJKnvvlAAkRfnxzz3C+ve9iRiaEWbO4f9tXwLAeIXYVETU0OgNCCG4ZHstPD4wk0NudW+Zs4ZUl6XZd+nUGEz72jINT8By8szKL3LI65twxlAHRLbU93NwEt4+IY9exCnYdK3dpvUOF1ezLr2JorBLu8HLXIupt4eo3JIGlQogdqhCJLaOBQhtFNUdEoSifWbBVQYuUUlpkugqASJt97CmnuaSoJoS4RwixXQixvbi4uI3T09A4PWoajby3OovRL6/ihd/S6dM1gO/uu5iv7x7O8PjQFnP35VeSVVSjhRQ0zgv6dA1g4Z9GMjM1hndXZTPzf5vIK29ZDljTaMTPs/UTebPnwPUcAbOU+HjoW+Qu2DI9NQZ/Tz2fbMhxab35O/PRuQkm9lVuLVpCYtu4Wq0wSkqZL4SIAJYJIdKllGvVbbNo1mE/baSUUgjRIQInmmiKxtmgqqGJzzbk8PGGI1TUNTGudzgPXprIkO6tI13ZxTV8uPYw83fm4+OhY3I/LaSgcX7g46HnxesGMiIhjGfm7+WKN9fx0nUDuVw1cGsd5By4n0K1QpC3O1UNTZjNEjc7ibp+nnquT43h8005PHNFH7oEejlcy2SW/Lgrn0t6heOjGi+acdA2LnkOpJT56t8iYAHNjVf0wLXAPMd7W8lHUT6zYKuCVqiGCyzhhyKbfewpp7mkqKahcSaprGvijWWHGPniSl5bdojU2BAW/mkkn9wxzK5h8MmGI0x4fQ0LduUzc2gMix4eTUSA44uahkZn5OpB3fjtodH0CPfj/q928ti3aZTWNDoMK+isYQXXPQeBPh5IiVU7wR63j4jDpLajdsbmw6UUVDUwbXAU9QZFPsNTMw7apE3jQAjhK4Twt7wGJgH71M0TgHQpZZ6j/S2oYYMqIcRwNU/hVuwrp52sqHarWrUwHKhU11kCTBJCBKuJiJPUMQ2NM055rYFXl2Qw8qWVvLkik5E9w/jlwVF8dFsqA6Pt14T/sCOPf/18gIl9Itn41Hieu6Y/saG+Z/nMNTROj715lYx+eSW+njq+u/dipg2O4oedeaT8ezmA3bCCu1v7ExIDvd0BqKh3LHbUPdSHCX0i+WrLURqaHGtm/bAzD39PPRP7RtJoVAwUzXPQNq6EFSKBBWoSlR74Wkq5WN12A3ZCCkKIHJT+7h5CiGuASVLKA8AfgU8Bb2CR+h/Ai8C3Qoi7gKMoCY4AvwFXoLRwrQPuAJBSlgkhngO2qfOelVJqklcaZ5SSmkY+WneEzzflUN9k4ooBXXlwfAJJXQLa3HfT4VI89W68e9MQq2Kchsb5xrO/7Ce3rJ4dR8sZlRjG/uOVLbb72vUcKMZBexISg1TjwNLQyRF3jIxj2YFCftqdz8yhrZtx1RmMLN5XwFUDu+HlrqPeYMJNNIc6NBzTpnGgqp0NcrDtdgfjcQ7GtwP97YyXApfaGZfAAw7WmgPMcXDaGhodRlF1Ax+uPcyXm4/RaDRx1aBu/GlcQovyKmf85bs0vt+RR7i/JzqhXZQ0zl8OF9cCUFzTyLxtuRwqrAGUUENUsLfdslxLk6T2JCQG+aiegzrnxsHF8aEkdfHnkw05do2DpfsLqTOYuHaIkq/e0GTC211nrRjScIwmn6yh4YDCqgY+WJPN11uOYTRLpiZ344FxCfQM93N5jYyCar7fkUd0sDeLHh5tN7lKQ+N8oLqhiQr1SX7lwSIyCqvpHelPRmE1A6ICuXtMvN39rAmJpxRWcG4cCCEY0TOMr7fazzv4YWceUUHe1qqH+iaTpnHgIppxoKFxEvkV9XywOpt523MxmyXXDonij2MTiAtrX47AvvxKbvl4CxH+nnx6xzD8vdzP0BlraJx5thwuw2SWJET4sSJdyRn/y6ReZCytdlotYO3K2I6wQqDqOaisa7vBUllto12tkMKqBjZklfDAuASrUV7fZMJTU0d0Cc040NBQyS2r473V2Xy/Q5HQmJ4Swx/H9jyllsnpBVXM+nAzAV7ufH33RVryocZ5z4bsErzc3Xh0Yi/++NVOAPp1UwSKujoxDk6lK2OgizkHAEXVjUT4tz7+T7vzMUuYNrhZAqexyax5DlxEMw40LniOltby7qos5u/Mx00IbhjanfvG9iQqyPuU11ywK5+GJhOLHxlzWutoaHQWNmSVMDQuxHpz9fHQUVStCOFGOinJ1Z9CQqKnXoePh67NnANQGirZC/XN35lPckwQ8Tbb6ptMmjqii2jGgcYFy+HiGt5ZlcVPu4+jdxPcPDyW+y7p6dRF6iqlNQbC/Tw1w0Djd0FRVQOHCmu4dkg0X6m6AiG+HhRUKs2YnBsHloTE9unQBXq7t5lzAEpy5MkKpAeOV5FeUM2zU/u1GK83mLQyRhfRjAONs8rBE1XEhvrgY0dJ7WyRVVTNOyuzWJh2HA+9G3eMiOOeMfEdKkhUWtNIqJ/WM0Hj98GGbKXhUtdAL5YfLMLfU09eeT3bj5YR5ueJh97x07jempDYvhbLgd7ubXoOGo0mKuqaWuUcLNiVh95NcOXAbi3GG4wmu82hNFqjfUsaZ43F+05w35c76RroxTNXxtWyKQAAIABJREFU9OHKgV3PaklRekEVb6/M4re9J/B213H3mHjuHh1P2Bm4iZfWGgj18+jwdTU0zgUbskoJ8nFnY5ai1/HRbanMnL2ZdZklDIgKdLqv/hTkk0EpZ6xqw3NQWqMkLEbYGAdGk5kfdx9nXFIEIb4tf4P1BtMZ+b3/HtGCLxpnheziGv7y3R76dQsg2MeDB+fuYtaHm0kvqDrjx95/vJL7vtjB5P+uY01GMX8c25P1T47n6cv7tPtCYTCambP+CCNfXMk3W485nFdaYyDUt3NehOLi4hgwYADJycmkpqYCMHPmTJKTk0lOTgYYIITYbZkvhHhaCJElhMgQQlymjsUIIVYJIQ4IIfYLIR62mR8ihFgmhMhU/war40II8Za61h4hxBCbfW5T52cKISxqqRqdACklG7JK6BXpz4Ld+VyXEt2im6izkAI0hxXa4zk4UVlPYVUjtQbH8smg5BsALTwHG7JLKa5u5NrBrXrx0Wg0a2EFF9E8BxpnnNpGI/d9sQMPvRsf3ppKZIAXc7ce49WlGUx5az23DI/lsUm9OrzUb09eBW+tyGL5wUL8vfQ8dGkid46MI8in/U/0UkoW7yvgxcXpHC2tI8zPk2cW7CXc35NL+0S2mltS00hYJ/YcrFq1irCwMOv7efOa26MIIcqB+errvihKqP2AbsByIUQvwAg8JqXcqcqr7xBCLFOVUJ8CVkgpXxRCPKW+fxK4HEhU/7sIeB+4SAgRAvwDSEXpALtDCLFQbceucY45XFLLicoGmkxmmkxm7hrVAyEEw+ND+TntOF0CnRvB7fUc/LrnBM8s2EuTycxr19vV37NSZMc4WLAzjwAvPeP7RLSaX2/QEhJdRTMONM4oUkqe/GEP2cU1fHHXRXRTE/RuHh7LlAFdeW1ZBp9vyiG/op4Pb03tkGPuOlbOWysyWZVRTKC3O49O7MVtI+Ks5VHtZeexcp7/9SA7jpbTK9KPT+8YytC4EG6YvZk/fb2Lb+4ZzqCY5p4KtQYTjUbzeRlWUERJCaFZFn0q8I2UshE4IoTIAoZJKTcBJ9R9qoUQB1Haph9Q9xmr7v8ZsBrFOJgKfK4qn24WQgSpjdbGAsssEuhCiGXAZDqw26vGqbMxS8k3KKkxMLFvpLUyYFB0ID+nHcdgdO4R0Luoc1Dd0MQ/Fx7gh515DIoJ4r8zk+nRhrbIyZ6DmkYji/cXcO2QaLt6BvVNWkKiq2jGgcYZZc6GHH7Zc4InJvdmZEJYi23Bvh78+5oBdAvy5uXFGazPLGFUYpiDldpme04Zb67IZF1mCcE+7jx+WW9uvTj2lD0Sx0rreGlJOr/uOUG4vycvXjuA6SnRVjnYj29LZdgLK5j67gb+cVVf7hjZA1CSEYFOG1YQQjBp0iSEENx7773cc8891m3r1q0DaJJSZqpDUcBmm93z1DHb9eKAwcAWdShSbZAGUIDSn8WyVq6dtRyNn3ze9wD3AHTv3loqV+PMsF41DgDusVFBtNy4c0rqnO7fVlhhY3YJt3+yDTehhO0eGp/Ag5cmutSDxGIcWMKDi/cV0NBk5rohrUMKoMgne2k6By6hGQcaZ4ytR8p44beDTOobyf2X9HQ4786RPZi79RjP/rKf3x4abb35usrmw6W8tSKTjdmlhPp68PTlSdw8PNZuExhXOVFZz8Q31uAmBA9fmsg9Y+JbrVduk0n9r58PMCM1Bl9PPSVqklRn9RysX7+eqKgoioqKmDhxIklJSYwZMwaAuXPnArjcxEwI4Qf8ADwipWyVQCKllEKI9mWiOUBKORuYDZCamtoha2o4x2SWbMgqBSA5JojU2OZW5JYn8JzSWqdrtOU5MJuxeh9+uP9iUmJDXD6/4poGQnw9rIbE/J15xIb62G2ZbjZLGo1mvDSFRJfQgi8aZ4SiqgYe+Hon3UN8eHXGIKdVCV7uOv56RV8OFdYw10mSny2WJKkZ/9vEDbM3k1lUw9+m9GHdk+O495KeLW7kWw6XUl7btgyrLcE+HnQJ9CLc35N7L2ltGEgpeWr+nhZjlgucxXPQWbOio6KUp6qIiAimTZvG1q1bATAajcyfPx9aGgf5QIzN+2h1DCGEO4ph8JWUcr7NnEI1XID6t6iNtRweQ+Pcsje/kppGJSnwnjHxLX7HBVWKAFJRdaMlHGUXNzeBm3DcW2FUYhi3j4gDoLy2bV0DW4qrGwlXf2cnKuvZdLiUa5Kj7F5vrO2aNc+BS2jGgUaH02Qy88DXO6lpMPLBzSkEuODWv6xfJAOiAvlx93Gn86SUrDlUzPQPNnHTR1s4WlrLP6/qy7onxvGH0fF29RPu/HQbj367285qjvFy1/HSdQM5VlbHK0syWm3PLatn17EK6/u1j48jWC2bKq3tvJ6D2tpaqqurra+XLl1K//5Ko9Tly5eTlJQEYHuFXgjcIITwFEL0QEkm3CqUq+/HwEEp5esnHWYhYKk4uA34yWb8VrVqYThQqYYflgCThBDBamXDJHVM4ywipaSoqoE1h4qZvTabR+ft5pp3NwDg66Hjsn4tOy5ajAOAo6VthBZ0bjQ5kU9++ook+nUL4C/fp3G8ot7lcy6qbu6r8OOu40iJtQPjydQ3mQDwcqLJoNGMFlbQ6HD+81s623LKefOGZHp3ca2tsRCCgdGB/LLnBB+uPUzPCF/GJzVXAUgpWZVRxJsrskjLraBboBfPXdOf61Oi8WojwUjnJliVUcyGrJJWeQ/OGB4fys3Du/PpxhxuHxFn7Y9gNJl5e2Wmdd7jl/Wme2hz/wWL5+DkGuvOQGFhIdOmTQMUT8GNN97I5MmTAfjmm2+YNWsWa9eutc6XUu4XQnyLkmhoBB6QUpqEEKOAW4C9NmWPz0gpfwNeBL4VQtwFHAVmqNt/A64AsoA64A71GGVCiOeAbeq8Zy3JiRpnhnqDiUOF1WQUVHOwoIr0E9VkFFZTZuNh62JTovjjAyOtDZQsFFY2Gwdbc8qcNiYToNShOMBTr+OdG4dw5VvrePibXcy9e7hL4cXi6kZ6xPkipWT+zjxSYoMd9jGxGAea58A1NONAo0NZmHacORuOcMfIOKYm27fgHZEQ4UdlfRPP/3YQIeC5qf256aLuLDtQyFsrM9mXX0V0sDf/uXYA1w2JdqrKZouvp56qBiPP/3qQXx4c1a62ydUNRjx0btYLSkWdgT99vatFklbASVUQJTUG/L30nbL7W3x8PGlpaXa3ffrppwDcf//9LcallM8Dz580th71mn8yUspS4FI74xJ4wME+c4A5bZy+RjsxmyW55XUcPKEYAukFVWQUVHOktBZLJMDbXUfvLv5M6htJUhd/encJIKmLP94eOgb+aym3Do8lMbK1ka9zc0PvJjCapTUx0B5SKrF+zzaM+B5hvjw/bQCPzNvNmysyeWxSb6fzpVSOG+7vyf7jVWQW1fD8tP4O5zdYPAdatYJLaMaBRodxqLCaJ7/fQ2psMM9c0afd+9s2T5ES/vbjPv724z4AYkN9eHn6QKYNjnIpi9kWHw8dfp56DpyoYsEuRcTFFfblV/LT7uP07RrAZxtz2JZTTlpuBWYpeXn6QOasP0J6QTW6k+KbpbWGTptvoPH7paLOQHpBsxFw8EQ1hwqrqTMoN0UhIC7Ul96R/lyd3I0k1QjoHuJj12Ben1mCwWh26G0L8nHHaJbo3YTT7omWWL8r+gLXDI5iQ1YJ76zKYnh8qFNPX3WjkUajmXB/T37YmYeHzo0rB3RzOL/eoBkH7UEzDjQ6hIYmE/d9sQNfTz3v3jSk3TdwgMTI1p3VQLmoLP3zmFN+Evf11DMk1oeKOoMivDSwa5sXiO935PGX75Qn7AMnqjhwoopQXw9uHh7LNclRDIgOZHVGEekF1Zyc+1Ra00hoJwwpaPw+MBjNHC6pIf1ENek23oATNm7+IB93+nQJYEZqDH26Kt6AXpF+7eppsj6rBL2bYFgP+9UDQT6Kx0wIxTBxRGOTYhy4+vv919R+7Mqt4PHv0tjw1HiHycwWb0WQjwcfrMnm0j4RBPo4zm+yGCmuehwvdDTjQKND2J5TzuGSWt6/aUibcqr2MJrMbDncMsz85g3JHDhRxf/WHObBr3fx1qzBp2T1+3joaDCYeOaKPtwwezMfrz/CA+MSnO7zxaacVmOltQY+25jDnyf2AprrvAtsLsoAJTWNbYq3aGi0hZSSwqpGDqo3//QTSqfB7OIaa4dDd50gIcKf4fGhJHXxJ6mr4g2I8Pc87b4lG7JKGNI92GFJsK2omLMGSY1G5Ynd08Wbso+Hnkt6hTN36zGnn6FENQ4OHK+ipMbANDtyybZYqolcPY8LHZeMAyFEDlANmACjlDJVCDEPsASFgoAKKWWyOv9p4C51/kNSyiWO1lHHQ4B5QByQA8yQUparGdFvoiQx1QG3Syl3qvvcBvxNPf6/pZSfndpXoNERbD5cis5NMLpXeLv2M5klP+7K551VWRwpqcVD54ZBFUuZmhzF1OQougR48ewvB7j14618eFtqu5UOfT30FFQ1MDw+lAl9Inl/dTYzh8Y4dP2bzRKDg7Iro1nS/x9LeOryJGJDFAPgcEnLOu/SGgOpca7XamtoWCiobGB1RhEr04vYmlPW4qbbLdCLpK4BjEuKUAyBLgHEh/uekpeuLSrqDOw7XsnDlyY6nGP7O3QtrOC6YV9Wa2gzodeSwzBv2zGCfdwZ27u1XLItluuKZhy4Rns8B+OklNYsLCnlTMtrIcRrQKX62q4Wu5TSZG8dFU2L/Txn8+FS+kcFutwO1dKr4LVlh8gqqqFv1wA+uDmFSX0jiX/mN0CJ+fePCuSOkT0I8/Pk0W93M+ODTXx25zC6BLrunfDx1Fvjrk9dnsRl/13LWysyeXaq/eSlH3fnc/BEFW/ekMzU5Ci25ZTx6pIMthxp9my8uCjd+vrA8Urra5NZUlZnIEwLK2i4gMks2Z1bwap0xSA4cELRkeoW6MVlfbvQLyqApC4B9I70d+oy72g2ZZciJYxyEvO37VHizDiwJAK256asdDV1nrdjMU5qDSauS2k7QdniOfDQaTkHrnDaYQX16X4GMF4dsqvFDmxysoymxX4eU28wkZZXwZ2jerQ5V0rJ2swSXl2Swd78SnqG+/LeTUOY3K+LNSlqUt9Ilh4o5KXF6Xxx10UAXDWoGyG+Htz7xQ6ue38jn905jIQI+zkKJ+ProaNWFXJJiPBj1rAYvtpyjNtGxLVIggTlQvba0kMMiArkKrUX/NC4EL65Zzgbs0t5dWlGC30DgOziWt5akcktw2MxSYmUtHlh07hwqaxrYk1mMavSi1hzqJiyWgNuAlJig3licm/GJ0XQO9L/rLYzP5n1WSX4euha9Aw5mSCXwwrt9xyU1jS2GZ60PX5bIQWwMQ40z4FLuGocSGCpKoP6P1XG1MJooNBFLXZH65wRLXaNs8POY+U0mSTD40OdztuWU8YrSzLYeqSM6GBvXr1+ENMGR7Wqn7Y0Z1qXWcLWI2XWhKiRCWF8c89wbv9kK9M/2Mic24falUk9GR+PZs8BwCMTevHjruO8tCid2Sc1e7I0gXpl+sAWGdxCCEYmhDGiZyirMop4Zv6+FiIwry87xAdrshkUrVxMbbvEaVzYSCk5VFjDyvQiVqUXseNYOSazJMjHnbG9whmXFMElvcJPqVvomWJDVgkXxYc6DVm4GlY4Fc9BWa2BPl0DnM6xLSFOdmLEWDCYlPPQjAPXcNU4GCWlzBdCRADLhBDpUkqLUsosXH9id7YO0LFa7FqjlrODJd/AVnfdln35lby6NIPVGcWE+3vy3NR+zBza3eGP1EfVFAj39+TVpRnMu2e49Smqf1QgP9w/glvnbOXGDzfz/k0pjEtyHmv09dRRazAipUQIQZifJ/ddEs+rSw+1MD4q6gy8szKLS3qFM8KBO1UIwfikSDY9HcGbKzL57/JmMaQ6g4lNhxUd+teWZpAQ4UcvO/XhGr9/GppMbMwuUQ2CYvJV1b8+XQO475J4xidFkBwT3Mow7gzkldeRU1rHLRfHOZ3nrv5+vdx1VDcYlaZGdrwD7fUcSCnVsIJzY8lWSdEVL4vmOWgfLn1LUsp89W8RsAAlTIAQQg9ci5JMaMGhTrqjdThDWuxSytlSylQpZWp4ePsS5TRcx5JvcHL3w6yiGh74aidXvr2e3bkVPHV5EmsfH8ctF8c5/YFasqPvHt2DrUfKrI1fLMSG+vL9fSNIiPDjD59vZ1N2qb1lrPh46JESGpqa5VvvGhVPlwAvnv/1AGa1Icx7q7OpbjTy1OVJbX5mIQQT+0Y63J5dXMukN9Zy16fb2Jajif1dCOSV1/HFphzu+GQrg/61lDs/3c4PO/Lp0zWAF6YNYNPT41n08GgevyyJlNiQTmkYAGxUf2/O8g1A6Z8CkKSqoFY58B60t1qhptGIwWhusxz4p93KJX9oXNveQ+U8LDkHmnHgCm1+S0IIXyGEv+U1iu75PnXzBCBdSplns4sjLXZn62ha7OcpUkrScitJjg60juWW1fGX79KY9MYaVmcU8dCliax9Yhz3XdLTJelSS1Lj1YOi6BboxXurs1rNCff3ZO7dwzGZJZsPOzcOfD2VY9YajNYxbw8dj03qRVpeJb/sPUF+RT2fbszh2sHRbbozmz978+uv/3BRi3a2AH+e0ItduRVc/8Emrnt/I8sOFFoNEY3zH6X8tpT/LDrIpDfWMOqlVfz9p/1kF9cya1h3PrtzGLv+byIf3ZbKjRd1p2ug97k+ZZfYlVtOkI87vRzojliwlPBaJNIdhRYsRrmnCyJIgFXCOcRJy3NFLlkxDlxNgraWMrp4Hhc6rnyrkcAC1W2jB76WUi5Wt93ASSEFJ1rsztbRtNjPU4QQJEb6sTe/kqKqBt5ZlWWtT75rVA/uu6Rnu5PzLGGFJpOZiX0j+WFnvjUkYIu/lzve7s3Jho7XU/43r2s0gc317toh0czZkMPLi9OtMctHJ/Vy+TxNNjf6sjoDz1zRh/zyen7de4InJydx/9ie3D2mB28sO8TH649w9+fbSYzw45M7hhId7ONkZY3OSlmtwVpquPZQMVUNRvRugqFxIfz1ihjGJUXQM9z3nCYTni6Hi2uJD2v7M5ywGgeKMV3RhufA1VbJ1sZlTjwHaXmV1hJiR8dtfR6a56A9tGkcSCkPA4McbLvdwbg9LXZn62ha7OcxF8eH8tH6Iwx7YQV6N8GMoTE8OD7hlJ+ULE8CtQYjPSP8qGk0UljVaLd80ddT38IjYI8INTnwaFltiwZJOjfBM1ckccvHW8krr+feS+KJCnL9nE02rgNLwmNmkdLxsLSmkRtmb+LA8SqqGpTzcxPKMS1PMBqdHykl+49XKaWGGUXszq1ASgjz82BSvy6MT4pgVGKYS51HzxeOltYxIsF5cjE0d2W0hBUcVSy023NQoxgHwU6MgwU78/DQu3FxfCi5Zc47QlownEHjYMGuPIb1CG3X9aOzoykkapwyNY1G5qw/wkfrj1jHVjx2icOuaK7iYzEOGo0kqKWG2cU1do0Dfy89NY2mVuO2pMYF464TrM8sYXRiy9wT2/c3DYtt13na9rBvaDKx42g5hwprAPhi81GSuvgzZWA3+nULoF83pV5d6wjX+altNLI+q4RV6UWsyiiisEpR4hsUHchD4xMZnxTBgKjAdjXwOl+oN5goqGqghwu/4ROV9QT7uBPpr/wuHYUVGpva5zmwJDqaHLR4NhjNLEw7zsS+kQR5u7Mvv9LuvFb7mcy460SH/7sVVzfy53lpPDg+oc1mUecTmnGg0W4amkx8ufko763OpqzWYNUluDg+9LQNAwA/NUegptFE364BCAGfbDjCsB4hrUqrfD1dCyukxAazLrOEp0/atsGmu+Jnm3L4+5V9XT7PPXnNF6WvNh/jiOrmHBStVFS40nJW4+xi6RBY3WCkptFITYOR6sYmahqM5JbXszqjiC2HyzCYzPh76hndK4xxvSMY2zvigihPzSlV/h921n7ZQkFlA10Cva3iTI76KzS2M9Zv0S9w5IlYc6iY8romrhsSxY6j5VTUN9kNO56MwWg+I16DtFxF96TcSX+J8xHNONBwmSaTme+25/HWikwKqhoYnRjGY5N6kxwTxGtLM3h3VZbSdOg0BYCacwSMhPt78n9X9uVfPx/gT1/v5J0bWzZ18vXQU9Pg3DgAxUPwypIMa4tXUGSS/7PoIFFB3gzrEcLnm3K47eK4FqEHR5jMkjkbjpAcE8Tu3AoyCqsZFBNEWm4Fl/XvohkG55gvNx9lxcFCahqNzYaAagwYnSSF9gz35bYRsYxLiiA1NuSCK3vLUQ1cV3qDFFQ10CXAE39PPW7ChYREFz0HFv0ER+ttzynDQ+/G6MRwsotqMZklNY3GVtVSJ9NoNJ2Rf8+0vAr1fNu+Dp2MK0bNuUIzDjTaRErJon0FvLIkgyMltaTEBvPGzGQu7tkcl5zcvwtvr8xi2YFCbhh2epoSlpyDGtUjcMfIHkgJz/7S2kDw89S36EbniNGJYbyyJION2SVMTVb0sn7ec5x9+VW8MXMQI3qGsXhfAS8tSefdG4e0ud6S/QXkltWTW9Zca/36jEFc+toawjV1xHNOZX0TJTUG/Dz1xIT44O+px89Lj5/6t/m9O36eevy99IT6eZw3FQVnipxSJX4f64KBXFDZYA2vBHi7Ow4rGE2464TLpZtBPs49B2W1BkJ8PHDXudl4LZraNA4MRvMpd3Y9mYYmE1X1TVQ3GvlsYw4AP6cdZ0ximNUIrWk0Ut1oZFB0IDOHtr4mSikZ++pqHhibwIyhMa22n2s040DDKRuzS3hpUTppeZX0ivTjo1tTubRPRCtrt2/XALqH+LBoX8FpGweWagVbVUOLNPOzvxzgwa938e5NQ9C5Cfy89NQWt22x9+sWSLCPO2sPKcZBo9HEK0sy6Ns1gKmDonBzE9w9Jp63VmRy16hyp8qLUkreWpHZYuzm4d2tbtULwf3c2XlgXEKbnTc1WpNTUkuYn0ebN1qTWREqClfzDYK83Z0mJLbnpuzv5a60gXZgbJTXNVkNCFsvQ1u3V4PR3CGeg8zCaqa8vd5uYvHj3++xvvbUuyGBZQcK7RoHQggKKhv4YvPRTmkcXFg+Mw2X2X+8UlUh3EJxdSOvXj+IRQ+PYULfSLtuMCEEk/t3YWN2iVMpVVfwPclzYOHOUT145ookFu8v4Icdeda5beUcgFIlMCIhjPVZxUgp+XLzMfLK63n6iiRrgtK9Y+IJ8/PkhV8Ptkg2PJkdR8tJL1CqEt68IZmoIG/qDCaK1MS1CP/2t6w+m8TFxTFgwACSk5NJTVXko2fOnElycjLJyckAA4QQuy3zhRBPCyGyhBAZQojLbMYnq2NZasM0y3gPIcQWdXyeEMJDHfdU32ep2+PaOobG2eVIaS1xLuQNldcZrFUboNzQT/69Wmg0mvBqh7aAzk3g76mn0kEMv7LeQLAqNR3URgjCFoOpY4yDqoYmDEYzt14c26pr5bonxrHr7xM59O/Lyfj35dwxMo5KNSfCHoHe7uzNr7SGczoTmnGg0YLcsjoe+WYXU95az568Cv56RR9W/mUs01Oi23QLTu7fhSaTZMXBwtM6B0+9G3o3QZ2dEsW7R8eTEhvMy0syqG5ows9T7/CidDJjEsMorGpk57Fy3l6ZyejEsBbVCr6eeh6d2IvtR8tZsr/A4TofrjtsfT0uKQIfDx0NTSaKaxTj4HzwHKxatYrdu3ezfft2AObNm8fu3bvZvXs3QDkwH1p1WZ0MvCeE0AkhdMC7KJ1T+wKz1LkALwFvSCkT1LXuUsfvAsrV8TfUeQ6PcSY/v0ZrMgurScutcCkZsbTGIlSk3KQ99G4OS3Tb6zkApeOjoxu+refA0o/CWeMnCx2VkBjorRwzJTaYuDAl/HJRjxACvd2JCfEh2NfDaoQEeXtgMJpbqLPaYvkcv+w5ftrn1dFoxoEGoNTl/3Phfsa/tprF+wv449ierHl8HHePiXdZEz05OojuIT7M3XrstM5FCIGPh45aOyWKQgj+78q+lNQ08s6qLHw99DQ0mTGa2tYOGKUaAjd+uIWKuiaenNxaJnlGajSJEX68uCjd7sUup6SWpQcU46d7iA8BXu54e+ioM5gorm7ETdBmH/rOjPqEE0KzuJm1y6qU8giKINkw9b8sKeVhKaUB+AaYqnZpHQ98r+7/GXCNzVqfqa+/By5V5zs6hsZZwmyWTHlrPY1Gs0vJiKW1iiFsNQ50blaxo5NpNJra1XQJlJumo7BCRZ3BahRY8xPq264UaOygsILlmJX1TaTlVuLjoWNoXAhVDU0thNFcOb8g1dD4Oe2E3e3nEs04uMCpbTTy1opMLnllNZ9vymF6SjSr/zKOJyYntei65gpuboJbL45lW065y7XHjvBzEi4YFBPE9JRoPlmfQ5l6kbJnSJxMVJA3Ph46Go1mpg2Oon9UYKs5ep0bT1+RRE5pHfO2tTZy5mw4grubGz4eOvp1U5ThvN111rBCmJ9np9XMtyCEYNKkSaSkpDB79uwW29atWwfQdFKX1fZ0Rg0FKqSUxpPGW6ylbq9U57vUZVUIcY8QYrsQYntxcXG7PrOGc46U1mJQDeyYkLaTEcusKoaKl8zT3bHnoNFoxrMd7ZpBES6zJ24kpaSirolgOzkHbdFRxkGgTanlrtwK+kcFEuLrgZRQ3dDkcK7dtdTPkVFYzaHC6tM+t45EMw4uUJpMZr7YlMMlr6zm9WWHGJUQxtI/X8J/rh1oV2zIVWYMjcHXQ8ecDUfanuwEnzaUDx+/rDdubvDZpqMA1LShkmjBkuT44HjHyWrjeisSuKszWt6AymsNfLc9j6uTu2EyS+vTkG1Y4XwIKaxfv56dO3eyaNEi3n33XdaubW6MOnfuXIBOKUWuNVI7c9ga83UuhOksYQVL50TFc+AorNB+z0FKbAjZxbUu0RYnAAAgAElEQVSUqKE6CzWNSimqJefAy12HEIp4U1so1Qqnf8tz17nh56mnuLqRg8erSI4Jclhh0VZORJC3uzUfY/E+x6HMc4FmHFxgmM2Sn9OOM/H1Nfz9p/3Eh/sy/48j+OCWFBIinDdacYUAL3emp0Tzc9pxiqrbLjF0hK+nc+XDyAAvbrVpKetKUqKtZW5RvbOHEIKkLgFkFde0GP9qy1Hqm0z8YXQPZg3rzsK04xw8UdUirHA+GAdRUcpDeUREBNOmTWPr1q0AGI1G5s+fDy2Ng/Z2Ri0FgtSOrbbjLdZStweq813qsqpx5rA1Do64kBxXWmtACKw3aU93nVPPQXsSEgGGxytt1LccbmmnWm6+lidus1kiJS556zrKOADwcndj57FyDCYzyTFBDj0YgW2UZQZ6u+MmBAOjA1mdUWR3zrlCMw4uIDZklTD13Q08OHcXXu46Prl9KPPuGe60bO9UuG1EHE0myVebTz33wNdD1+YTzL02XRALq9o2RPJt+r+vzXTulu4Z4UduWR0NqvRro9HEZ5uOMqZXOEldAnhkQiIB3u48+/MBAr3dKa81UFTdYO3j0Fmpra2lurra+nrp0qX0798fgOXLl5OUlARgeyWz22UVpelZolqZ4IGSULhQ7YeyCpiu7n9yl1VL99XpwEp1vqNjaJxhJry+hrinfuW3vc1PrVtdaDFeVttIkLe79abszHPQ2GRqd0Ji/6hAfD10rTquWlQILUaJpb+JzgUhoY6qVmgymSmtNVj1VQbZeg5OMg4suRGVjnIOfNypM5gYmRDG7twKyms7j8qiZhxcAKTlVnDzR1u46aMtlNUaeO36Qfz60GjGJbXWK+gI4sP9GNc7nC83H7VbceAKvi5UIYT6eXL7iDgAZq897HQuKOGCh9Rwwvurs53OTYjwwyyb5WR/2n2c4upG7h6t6C0E+Xjw6MRebDpcyqHCGkprDRRWdX7PQWFhIaNGjWLQoEEMGzaMKVOmMHnyZAC++eYbZs2a1WK+lHI/YOmyuhi1y6qaM/AnlFbpB4Fv1bkATwKPCiGyUHIKPlbHPwZC1fFHgaecHePMfAMatoxPigBaGs67cyusOQWOKKs1tEi89XR3YhycwhO7u86N1LiQVsaB5QncknNgSQDU6VzzHHREtUJxdSNSKt9BmJ8n3QK9rBUMJ0tIW86zpMb+9xmoGg+DY4Iwy7YfWs4mmnHwOyarqJr7vtjB1Hc3sP94JX+b0ocVj13CdS6UJZ4ufxyXQGmtgS/UnID24qu66tvizxOUFsvrMkt4fWlGm7HHP09sbsn80TrHBkXPcCVjO6uoBiklH687QlIXf0YlhFnn3DisO90CvVq4ZDu7OmJ8fDxpaWmkpaWxf/9+/vrXv1q3ffrpp9x3332t9pFSPi+l7Cml7C2lXGQz/puUspe67Xmb8cNSymFSygQp5fVSykZ1vEF9n6BuP9zWMTTOLM9c0Yd/X9Pf+j4mxBspYZ2Tm5TJLDlSUmdNRoS2qhXMLlc82TI8PpTMopoWeQcWz4HlidzcHs9BByUk2iqyJscEIoRoUcFgi4+Hnu4hPuzNs5+gbclJiA31JdjHnTUZmnGgcQbJLavjsW/TmPTGWtZnlfDIhETWPjGOP4x2vSzxdBkaF8KYXuF8sCbbZR0CW1wVNwr0cWdmqhKufmtlFhNeX8Nve084FB0RQli9B//+9SALduXZndcz3A8hILuolrWZJWQUVvOH0fEtPC16nRt9u7WseIgI6NwCSBoaJ3Pz8FhyXpxCzotTWP2XcYT4erRKxrUgpeSZ+Xs5eKKKq5K7WcedVSucSkIi2M87sHgOLDdjS58MVx52Oqq3QoGNcTAoOgiwqZqwk1swpHsQO46V270mWfarbmhiTK9w1hwqxuyk98fZRDMOfkcUVzdrFfy85zh3juzB2ifG8ciEXm3KoZ4JHpvYi/K6Jj5Z3/7KBaNJOm2QY8v01GgA7hzZA38vPX/8aic3f7yFXY5+kOpTR79uATz+3R5WpbdOBPJy1xEd7E1WcQ0frj1MhL8nVw/q1mpeQoRfi/Ps7GEFDQ1n6NwEYxLD7N6kpJQ898tB5m3P5cHxCdwyvLnFuaeac2Dv93aqngN7eQdWz4F3c0Ki5bzboqN6K5yobA7BDIpRjAN3nRu+Hjq72gwpscEUVzeSV17fapttlcO43hGU1hrYe5pl4B2FZhz8Dqisb+KVJemMeXkVX2w+yvSUaNY8Ppa/Xdn3rAvyVDU0seNoGV9vOcaCXfn4eeqZve6wS14ACyazZEV6ESNsGjs5IzkmCF8PHU0mM788OIpnp/ZjX34V097byKWvreGtFZkcK22umfb3UhLpX71+EEld/bn/qx3sPFbeat2e4X78suc467NKuH1knN2njiAf9xbCJ509rKCh0RZje0dQVmtgz0k3qTeWZzJnwxFuHxHHozbhOcCqY9Bksm/QS9r/NOyuc2NIbDDbclp6Dvy99Naup+3xHHRUQqJt8rPFcwBKqMNeVcJgNeHb3jXGIoJUUd9kbWS3y868c4HWeOk8pt5g4tONOXywJpvK+iauGtSNP09IJD789EsSXTl2VlGNVbzjUGE1hwqqOW7jcvP10BHu70mEv5c1q9gVtueUUVLTyBUDuro0313nxkXxoazPKkGvc+PWi+O4ZnAUi/cWsGBXPm8sP8Tryw6REhvMNcndrIlTD83dRUFVAw1NZhbuPt6qaiMh3I/VGcV4ubtx07DYFtsMRjNvLD/EB2uyiQv1sXazs7Rv7R7iY+3ZoKFxPjGmVzhCwOqMIpLVJ+PZa7N5a0UmM1Kj+b8r+7ZKZLYk+tlz3Qd5u59SO2NQbvp6m2TDirrmvgrguufAbJY0mWSHJCRacg7iw3ytpYqghAjsVSUkdfHHx0PHzqPl1o6w1n1schVCfZsNhc6AZhychxiMZuZtz+XtFZkUVTcyrnc4f7msN/26tVb864hjHSmpVYyAgmqrMXCsrA7L/d5D70ZCuB8XxYfSK9Kf3l386BXpT7dA71O6Qf629wSeejdrJrUrjEoIY2V6EXnldUQHK7LGM4bGMGNoDMcr6lmYdpwFO/P5+0/7rftkFtVwfUo0E/tGMqZXa1EdSyhmVEJYi4tAZmE1j8zbzf7jVcwaFsPfpvTlirfWcbS0joe/UfoVebvrSIz0o3ekP327BXDD0O54e2jtAjQ6PyG+HgyKDmJVRjGPTOjF11uO8cJv6UwZ2JX/XDvQ7m/aYhBY8g5WZxShcxOMTgwnwNu9VRa/qxRUNhAd3KzYaNtXAVwvZbSoP3ZkzoElpGAhyMd+22q9zo1B0UHsPFbRapu/px4hoLLOgF7nhr+n3qU+EWcDzTg4jzCZJQvT8nljWSbHyuoYGhfMOzcOYViPkA5Z+2hpLYcKazhUWG01Bo6U1LZw3cWH+dK/WyDXDo62GgHdQ3ysbr7TxWyWLNpXwNje4dbujK4wKlGpItiYVcqMoS3lX7sFeXPfJT2575KeHDxRxey1h1mwK58Pbk5hcv8uDtdcn6UkZVmaM5nNks835fCfRen4eur58NZUJvaNBOAvk3rz4Nxd/OfaARwqrGbu1mPsyatkT14l7FDip0PjTv/fSUPjbDCudwT/XXGIhWnH+euPexmfFMEbM5IdPqFbEg4tXrk3V2SyL7+S56cNwEPvdsqdWguqGlr8birqm6yVCqDkJgFtPoRYjIOOEEGy5A4Mim75MBbo7U5WUY29XUiJDeb9NdnUGYz4eDRf19zcBIHezX0kAn3cqTqfPAdCiBygGjABRillqhBiHtBbnRKEoqeerM5/GqUDmwl4SEq5RB2fDLwJ6ICPpJQvquM9UBq3hAI7gFuklAYhhCfwOZCCoqQ2U0qZ4+wYv0eklCw/WMSrSzLIKKymb9cAPrljKGN7hZ+STkFDk4mN2SWKIaB6A7KKaqw/bCEUt3ivSH8m9YtUvQH+9Ajz7ZCEHmfsOFZOUbXrIQULiRF+hPt7sj6rxGlv9D5dFQGjBbvyneZB1DYa2ZajxP6a1AvLkz/s4bsdeYzrHc5L0we2aM3s66l8L0/P3wso3+Hg7kFM7BvJpL6RJET4t+vzaGicS8b2DueN5Yd4aVE6bkLw3k1DnD51n+w5kFLJP3ji+z3WOa8sSWd4fCgpscEtbpCOqDeYqKhraiHnXlFnIC602fi3lDLq2zIO1PNy74CHmIIqx54DRyGBIbFBmMySPXmVDI9vmUsV5O3eogrjfAwrjJNSlljeSClnWl4LIV5DaaJycvvVbsByIYQle+VdYCJKY5VtQoiFUsoDNLd4/UYI8QHKTf99bFq8CiFuUOfNdHSM36NwysbsEl5ZksGuYxX0CPPl7VmDmTKg62nFs/+7PJMP1igiQF0DvegV6c/IhDASI/zo3cWfhAg/l368Z4Lf9p7AQ+/GpX0i27WfEIJRCWGsVbOsnX0/lnDByU1SbPl2e3MfIMvTgCX2eduIOCL8vahpNLJ4X8H/s3fe4VGVaR++32npmXQCCekQSui9CkgVG7gqdkXFspZVV8XVb22rq+7qujYUu6KiWFZRQXondEJJIKT33vuU8/1x5kxmkpkUCIo493V5Ec6caZFz3ud9yu/Htwfz2JXe2lH93IIEZg3qZRc8uHDxe2JImB5fdw35VY34e2o7nTZQNg3KDt3R5ff21gze3JyORiUY1teP8TEBHQYLyiIcajMeXFlv33PQ1YZEQw+WFRQGWYzXFPQeOqobDEiS1G7TNqKv3M90ILuyXXCg99RZAwI/D511IuO35oxXAIvl6lXINq1gY78KZFrU0BT71TRF+EQIoVi8pliee63lnI+Bp5CDg8ssP4Ns8fpGW4vXNu+x+0y/z7nCsfxqXlx7gu2nyuitd+eFhUP406jwHknfK6pdFw/tzU0ToxgV4X9ONM+ZzRJrjhZxQf9gvLtRUlCYFBfEd4fyOVFU2+7CtUWZVqhtcpw5MJklPtiZyahIf9RCcNLiyfD3iwdzKKeK+1ceZnp8ML8cL6bRYCIy0JMHZvbn1Y2pXDSkN9eNi3T4ui5c/F5QqQS9fN2paarDtwvurMqi22xQso/t7yd7/3YhxwpqSMwoJzGj3BosaNWCh2bHc+cFsXbnKyODvS2ZA6PJTE2T0c4ttqsNiQajfF5PZA4U2mZR/Ty1tJjMNBnM7fqL/L10RAV6cryg/Ziin01ZISbYi1X782gymH41TRpndPUOLAHrhBAS8I4kSbY+r1OA4jYWr4k2j9var7a1ZR1HNyxehRC2Fq/O3sOKEGIJsAQgIiKii1/1t6W60cDL606yIjEbvYeWJ+YP5PrxkT36D2XR2AhSCmv45XgxPx4pJNzfg8uHh3H5iLAeMV86XQ7lVlFU08TSIQNO6/mKeuHOtLIOgwOtWoWHVk2Nk8zBL8eLyK1o5PGLBpJSWMtrm06RW9FA3wBP3rlhFJe+sZONJ0q4fEQYV4wMY1SkP0IIkvKqSHdSc3Th4veGsgh3xbpdqeW3mOTkrVKyu3taLLvSyzmcW8UjXx/hvZtGc4Gl+beu2cj+rApeXHuS7w7mtwsOlJFBpaxQYwnm/X/DhkTbsWWTWbILSqz2zI0teOg82j03xMfdoSy13kNLtkWmfVp8MJ/szmZfVoW11+m3oqvBwWRJkvKFECHAeiHECUmSFJ/Xa4Avzs7HOzMsQcxygNGjR58bslNOkCSJbw/m8881KVTUt3DjhCgemNW/Sxdmd9F7aHl10Qjqm42sSy7iu0MFvLUljTc2pzEkTM/lI8K4ZFjvXz0t/vPRQnRqFTMGdn1KwZZQvTtxId7sSCvjdhtTJkf4uGscZg4kSWL5tgwiAz2ZNSiUIeF+vLbpFKv25/Lg7HgiA73Y9vB03LSqdgGb8t5tbxouXPweUaYCfLsgoNY2c3CiSM62Te0fTGywN4dzq9h4ooTXN6Vx34X9APB20zAtPoSk3Gpe3ZhKTZPB7r2UkUElOLCaLnl1vyHRWlboggdDR6TbOLXWNtk3RyrCTFUNBnrr2wcHek8tuRUN7Y7b9hlMiAlCp1Gx+UTpbx4cdCmMkiQp3/JnCfAdljKBxXZ1IfClzekui9ducqKohqvfSeShVUn0DfDkh3sm89Slg89KYGCLl5uGBSPC+WTxWBL/diH/d/EgAJ79MZnxz2/khvf3sHJvDkfzqrvkl34mSJLEmqOFTO0f1KWbkTMmxwWxO6OcF9acYF9WhV2kb4uvh9Zh5uBAdiWHc6tYPCkatUoQ5ufBBf2D+XJ/LkbLDUbvoAYrSRLJBTV46tROpZtduPg94XsamYNmk72EssFktgYZcSHevLI+le8P29+qR0b6IUmyQZwtB7IqCfZxs/YjVLXxVYCuNyQqwcGZlhUO24wjth057MyeWdZ7aP+YctxslvDQqRkfE8iW1N/evrnT35QQwksI4aP8DMwGjlkengmckCTJVqDeZfHaReqajfzjx2Tmv7aDUyW1vHjFEL65cyIJYT2vV9AZIT7u3Do5mtX3TmbDg1O5e1ocmWX1LP32KJe8sYNBT65l9n+2svkseY4fzq2ioLqp21MKbbl1cjRjovx5b3sGV769m9H/WM8DXx7mxyMF1DTJzUI1TQanmYN3t2eg99BypUWSGWDRmAiKa5qd6s0DbEktZUdaGffN6NdjY50uXPyWKOp9vh6dJ5jbZg4GW8p6B7OrrMHF0rkDGBsdwMOrjrDfRvVweF8/hJADc4X00jo2nijhmrGt5eDKeqVprzVYURoSu5o5OOPgIM8mOGhrz+yh2DM7CQ48tQ4DB72nDklq7YGa1j+YjNJ6O1XX34KulBV6Ad9ZGkw0wOeSJK21PLaINiUFSZKOCyEU+1UjNvarQgjF4lUNfNDG4nWlEOIfwCHsLV4/tTQcVljer8P3+D0gSRKrjxTy3E/JlNQ2s2hMBI/MibdLl/2WxIX48Nc58Tw4qz+Z5fWkFtVyoqiWn44WcsuH+7hyVDjXj49kaLj+jC2fJUkivbSe93ZkolWLbk8ptKVvgCef3TaemiYD21PL2JhSzOaTJXx3KB+VACWREObngbnNdGFWWT3rkou5e1qsXff0hQNDCPZxY+W+HGYOav/5jCYzz/+UQlSgJ9ePdzUjujg/UHb8XZlcajutoAQEB3MqmT9U1hJpMJh45/pRLFy2iyWfHuC7uycSGeiFj7uW+F4+diJB723PRKdRceOE1utJWYxtpxWULJ2qs56DHmpITMqtwkOrptFgahcEtKodOrFn9tDSaDDRbDTZNTNaTZsaDeg9tUwfEMIzPyazJbWEGydE2b2GJElIUufBUE/Q6f91y3TBMCeP3ezk+HPAcw6O/wz87OQ9xjo43gRc2Z33ONdJK6njyR+OsTOtnIQwX965YbRVovRcQ6USxAZ7ExvszbwhvblrWiz//uUknyRms+pAHr7uGuJDfejfy4eLh/axaoN3Rl5lA7vSy9mdXs6u9DKKa2RL1mvG9u2xUoqvu5b5Q3szf2hvTGaJ/VkVXL28tYc1v6qxXUfxBzsz0apU3NTmgtSqVVw5Kpy3t6ZTWN3Yrp646kAep0rqePv6jmfBXbj4PeGu7fq/ZWtZwSDv0ZS1+mBOpbVMWN3Qgr+Xjg9uHsOCt3Zyy0f7+O6uSeg9tYyI8OfHIwWYzRIVDS18czCPK0aGE2TjVWItK3jJr3cgu5Idp+QR4oZOvFtaRxlPf1FtMpg4UVTLrIG9WHu8qJ3qo23PgSMUw7fqRgMhPur2z2tsIQJPooO8iAz0ZPOJ9sHBJW/sILu8gaNPzTnt79FVXAqJvxINLUbe2JTGu9sz8NCqefaywVw7LvJ31bjmrlXzxMWDuPfCfvxyvIik3CpSi2v59mA+iRnlbHxomsPnldU1W4KBMnall5NtSZcFeumYEBvIpLggJsYGEhHg6fD5Z4rJLPHhziwAHp4Tzwc7Mimvb+Gvs+3NY7afKmNq/yCHtstXj+nLW1vSWbU/z9pQBXJp6OV1qYyO9GfOYOdqiy5c/N4QyPemrrTQtE4rKDoH8nNrm4yU1snBv7LTjg7y4p3rR3H9+3u4c8UBPl48lpERfnyxN4e00jp+PFJIi9HMbVOi7d6jsqEFtUrg46ahusHAHZ/up6xOXqA7Ew7qibLC8YJqTGaJC+KDWXu8qF3mwFOnRqsWTj+LEgRUNxjsmr39HPQqDA3342iefQ+GwWTmWH7NaX/+7uIKDs4ykiSxLrmYZ1Ynk1/VyBUjw3nsogF2EfHvDb2HlqtG9+Wq0XJP6BubTvHvdanMfXUbC0aEMXNQLzJK69mZVsbu9HKrToCPu4bxMYHcPDGKibFB9O/lfcZlic5oMpi4a8UBNp8s5e8XD2Lx5GgiAz255/ND7d7b10NLixNXuchALybHBfHlvlz+PD3OGtQt35pOWV0z79446qx/Fxcufk2Uf85dcVR0pHPg666hpsnIsfxqPHVqu8VvXEwgL/1pKA98mcTj3x3lzmnyGOPOtDI+3Z3FzIG9iG1jIFfZYMDPQ4sQghd/OWE3FtiZH0FPKCQezpU1ChQflrbvKYSQhZA66DkAB70KDo77O1BK/HxPDtA6sn22cQUHZ5Hs8nqe+uE4m0+WMiDUh1V3Tjgv9fVvnxqDr4eW7w7l8881J/jnmhOAnJYcExXA5SPCmBgbyOA+vj3SrHcsv5rbPt7P7VNjuGVilNP6m8ksce8Xh9iSWsrzC4Zw7Ti5uWnu4FDC/T14b3uG3W4/yEtnVWVzxKKxfbnn80NsP1XKtPgQiqqbWL49g0uG9bHasv4eiIqKwsfHB7VajUajYf/+/QC8/vrrvPnmmwCDhRAvSZL0iKV5+B1gNGAG7pckaQuAEOIa4G/IOigFwPWSJJUJIQKQJ5iigCzgKkmSKi0CZv8FLgIagJslSTpoea2bgCcsH/EfkiR9fLZ/Dy66RlcyB7o2mQOBnCHIrmjgYHaVndCPwoIR4WSWNfDaxlNEBXnh76nl6dXJANxxQftR5GqL6dKB7Eo+35PDrZOjSS2uZfupMsot2QlntPRA5uBwbhW99e6E+XngpVM7njzw1FLtdFrB4rrYdspBaWS0KVPYTjAo97cnf5Bb9J68ZNBpf4fu4AoOzgJNBhNvb03nrS3p6NQqnpg/kJsnRp23XexuGjU3TojixglRZJXVsz2tjP4h3gyP8OtRLwZFlvTbg/kU1TTx7I/JbEst5Z0bRjkcLXxm9XHWJxfz5CWDrIEByC5piydF88yPyRzMqbRaNQd66zhe4DxtN2tQLwK8dKzcm8u0+BD+ve4kZjM8Mife6XPOVTZv3kxQUJDd37///nuSkpJwd3c/Dvzb8tDtAJIkDbHonKwRQoxBnnT6LzDIEhC8BNyDrGi6FNgoSdILQoillr8/CsxDnizqhyyAtgwYZwkmnkQOQCTggEVa/dwwtv+DokwCdDYmCDaWzYZW+WQJGNHXjwM5lfg6GeN7YGY/ssrq+dcvJ639RsP7+jE6sn2wXdnQgo+7lse/O0pvvTsPzOrPvswKtp8q44u9OTxxsfNF02DJCJ6JZXNSbpW1P8zPU+d48sBDS1UHDYnQfprB0XFfD611gkHvqaXJ0Npv36/Xr+PTcn6uVr8hm0+WMOfVbby64RRzB4ey8aELuG1KzHkbGLQlKsiLG8ZHMi4msEcDg5NFtYx9fiPbT5WyPqWIGQNCePaywWxNLeWhVUlWGVWF93dk8vHubG6bHM0tk6Lbvd5VY/ri667hve0Z1mOB3m6U1zc71Slw06i5YmQYG1KK2XKyhG8O5nHzpCj6nqVeiV+TZcuWsXTpUtzc5HKXRdMEYBCwyeZYFfIiLiz/eVkyAr7I2QOQ5c2Vnf/HwOU2xz+RZBKR9U16A3OA9ZIkVVgCgvXA3LP2ZV10CUUjRN0F4SCNWoVaJawKiUIIzJLEqEh/0krqEEI43FELIVg6T1ZEVRbHJVNjHJboKhsMHM6t4kRRLU9eMhhvN41VbbG+Ex2WM/VWqKhvIaeiwWq2pPfQOpxK8NSpaTKY2x0HWx0E++fpNKp2ZRdFy0EJNDam/Pq6B3+MFetXoKK+hftXHuKWD/ehUQk+v20cr10zgl4OmttcdI/aJgN3rThAaW0zN7y/l9yKRjadKOGdbRn87aIB/HSkkBfWnrCe/9ORQv7xUwrzEkL520UDHb6mt5uG68ZHsvZYkXWeONBLh8EkWWVaHbFobARGs8SdKw6g99Dy52lxPftlfwWEEMyePZtRo0axfLmshJ6amsr27dsZN24cQLwlOwCQBFwqhNBYNEVGAX0lSTIAdwFHkYOCQbSOIPeSJKnQ8nMR8jg02MihW1Bkz50db/u5lwgh9gsh9peWOteccNEzKAtqZ9LECm4alX3mQMKalcspr3e6o7YdTQSY6WScOaVQzurNSwhlzmD5HNuS4sEc54mm1obE0+sLSrI0Bw4LVzIHjjULtGqV9b3a4uOmQSUc6yC0LbsoEtGltXK5xFY4Kqus/rS+Q3dxBQc9wM9HC5n9n638fLSQB2b2Z839U5n4KzWNnO9Ikmz7muHggsirbOT2KTHcOCGS5dsy+HhXFmkltTzw1WFGRfrzn6uHdzgPfPPEKNQqwQc7MwGsTaId1S9jg70ZGx1Ak8HM/Rf2s+4Gfk/s2LGDgwcPsmbNGt588022bduG0WikoqKCxMREkBfqrywZgQ+QF+v9wKvALsAkhNAiBwcjkJ1RjwCPtX0vi2hZj0hGSpK0XJKk0ZIkjQ4O/m2lZf8IKItfQxfVUXUalbW2DwKzBGH+8thvi8nstFHPXauy29EXO+j7MdosuM9enmCXWZhgcTlUJpIcYW1IPM3MQVJuFULAkHBZoM7P03GZRKsW1vdqi0ol5LKDEyGkttMKAIkZ5dQ2GdhyspQLB8iy8lvOkhBdu8/7q7zLeUppbTN3rTjA3Z8dpLfeg9X3Tub+mf1cs7iVJgMAACAASURBVO49yPs7MllzrIiYYC+74yoBb18vTwg8eclgZg3qxVOrj/Pi2pO0GM387aIBnZpV9fJ159JhYXy0K4tFy3fjadE9KHdgjmLLX2b247LhfX637othYfKmPCQkhAULFrB3717Cw8NZuHChctNtQG4+DJIkyShJ0gOSJA2XJOkywA9IBYYDSJKUbgkAvgImWt6i2FIuwPKncjfrrrS6i98QZRrA2aLelvaZA8nahAfOJwrkLv/WIDvHgf/Aa5vSABjU27fdpFcfPzkAWXO0kKJqxw3FZ9pzkJRbRb8Qb6tbrN5BgyXI5RVnmQOw9Co4eJ7eQ2NXpgj2cWNImJ4tJ0spqW2mxWTmkmF9iAnyYnMHSq09iWsVOw0kSeJ/h/KZ9Z+tbDxRwiNz4/nu7okMCHXuBOii++zNrOCfa04wd3CoXaqxX4g3wT5u3LniAPd9cYjimiZeWzSCEX39WJ9cDMCyLelOfRVsUWapEzMqWPLpAQAKqho7fM7E2CD+u2jE7zIIrK+vp7a21vrzunXrSEhI4PLLL2fz5s3KaW6ADigTQnhaZNMRQswCjJIkJSMv3oOEEMoWfhaQYvnZVva8rRz6jUJmPFBtKT/8AswWQvgLIfyRJdp/OSu/ABddprzeXp+gM2wzB8JSVvBx11hHIpuNZrvGOltsJZGzyu2zhCeLanlto2z6e9349u66igW7WZL4NDHL4eufic6BJEkczq2ylhRAnjCobjC060/SqVXWQMQRzhoz/RyMQE6PD+ZgTiWVliBNrRJcEB9MYkb5Wfe6AVdw0G2Kqpu4/ZP9/OXLw0QHefHzfZO5e1rcH6bh8NeipLaJez4/SESAJ/+6cij5la0L9lvXjWTTQ9O4d0YcvxwvYsbLW3hnWzofLR7L8wuGALAhpYSZr2zly305TtN8AAN7+zI03N7L4v6Vh6nrRHHt90pxcTGTJ09m2LBhjB07lvnz5zN37lwWL15MRkYGCQkJADHATZaMQAhwUAiRgjxxcAOAJEkFwNPANiHEEeRMwvOWt3kBmCWEOIXsv/KC5fjPQAaQBrwL3G15rQrgWWT/lX3AM5ZjLn5DyhWBoYaOM2kKbho1zUZ50VIJgYQ8hmdrpNaZBgBg5ylgNJl5+Osk69/b9ieAbA8d6uvOzIG9+HxPjsMAxGAyoxKcluhcbkUjlQ0Ghke0Bgd+nlpaTGYa27yXVi06zhx4aO1GFm1fr21m5YL4EMwSVk8XtUowPT6EZqOZxIzybn+P7uIaZewikiSx6kAez/6YjMFk5on5A7nF4tznomcxmszc+/khapoMfHLrWHzctWTa9BzEhcjiSQ/Njueq0X15Yc0JXt1wiq/25bL0ooFEBHiSU9GAl5uaR785yoc7s/jstnEEOhGe+tefhjHn1W12x5ILahgbff5pUsTExJCUlNTuuE6nY8WKFQAIIVIkSVImFLIAh7OakiS9Dbzt4Hg5cKGD4xLwZyev9QFyf4OLcwSlvNaZ+qCCTq2yBuLCxsfEz1NLQ4scbFc1GBw2aduWFbJtgoN3tmVwJK+aGydE8snubLsgwvZzBnrrWDw5mnXJxfzvUD6LxtpnGFpM5tPWODjcphkRbNQOGw123hPaTjIHfp7adpkRkCcZqhoN1nFtkEc6/Ty1bEiRs6FqlWBsdAAeWjVbTpYwfcDpWdt3Fdd2twvkVzVy4wd7eeTrIwzs7cva+6dy25QYV2Bwlvj3ulT2ZFbw/IIh1lKNckGpVcKuGalvgCdvXjeSL5eMx99Lx31fHLLWLFffM5m3rx9FVnk91767x2mjYXyoD2nPzbM7llf52zqiuXDxWyJJkjWdXdPVngOtimZrcCCsKXe9ZWYfnGch9Da9CdmW6/dkUS2vbkhl/tDe1qZDR5mD8voWArx0jIsOYGBvXz7cmdUu3W8wSmfUb+CmUREf2qovoHfio9DRtAJYphIc9F74eehoMZrtxiDVKsHUfsGcKJLLgGohcNeqGdDbh/TSsz+x4AoOOsBslliRmM3sV7ZyILuSZy8bzMrbxxMV5NX5k12cFltOlvD21nSuGxfBwpGybbLRZLZ2TF881LGl87iYQH64ZzIvXjHEeqzf42toNpp4bN5AThbXcs27iU4DBI1axfoHplr/7sh90YWLPwp1zUaMZkn2CnBQW3eETm0THNCqrGibFehKWSG7vB6DycxfVyXh667lmUsHU2lZUB1lDirqmwn00iGE4JZJUZwsrmVHWpndOS0m0xlNKiSE6e0yD3oHfgjQeVlB76mjpsnQTpdFb2O+ZMu0+NapHGUz6u+pczoW2pO4ygpOyC6vZ+k3R9mdUc7kuCD+uXDIeSF2cy5SUtNESW0zCWF6fjlejN5Dy99tJEJLalsX9IlOnB+rGw2sTipg1f7WcXmjWeL+lYetf08trmPUPzbQR+9Ov14+BHm7EeSjIy7YmytGhtspj50orD0vywouXHQFpTwQ4uNOflUjDS0mvNw6Xi50GpVVI0TuOZDx89RZmxKdlShsA4iGFhNvb0nnaH41y64bSaC3m3UxdJg5qGuxlgwvG96Hl9ed5M3NaUzp17qwGozSaWkcGExmjuZXt5tMUqYw2gohdZY50LdRPrS+nmdrmcLW9dV2I6qMZft5aEm1+NWcTVzBQRtMZomPd2Xxr19OolEJXlg4hKvH9HWZ6vQwJrPE1tQSvtiby6YTJQjgwBOzKK9rprfe3U5dsbC6tRnR1hjJbJZIzCjnq/25rDlWRLPRzIBQHy4Z1ofVSQUsGtOXn44UUtumubCguokCm5EnL52aOQmh+LprmR4fzOaTpTz3cwrf/3nS2fsFuHBxDqNIJwd568ivaqSq0dBpcKBWCUxmeWHUqFp30HoPjTWL4NR3oE1G4LVNp7h4aG/mDZEzhVUNBty1qnbjyU0GEw0tJgK85MXaTaPm9ikx/OOnFPZnVTDa4mVjOM2eg5NFtTQbzXbNiLaft20mROk5sO0dsHueTYbALjhwUqawneJQZKz1TjQWehpXcGBDemkdj3x9hAPZlUyPD+b5hUPsojgXZ05eZQNf7cvlq/15FNU0EeStY3p8MBtSSkgrraOsrplAb/vdQUFV60KeUVpHflUjX+/PY9WBXPIqG/F111hdIhPCfKlpMrI6qYBAbx33zIizGkG1JS7Em6tGh3P5iDBrR3W4v5wd6szIxYWL8xllYVc0BaoaWgjz6/heWFDVSESAvNP19dBaexW83bRIyMGDs0XNNnMA8iL70Ox4DuVUkllWz57MCqf9BiCrmypcOy6Ct7ak88bmND66ZSwgNySezuixoow4PNw+OHDWc6C8h1KSaYutPXOkTRLUWZnCz+Y7KzbYfh46apuMGE3mszol5woOLDQbTVz6+g40ahWvXDWMBSPCXNmCHqLFaGZjSjFf7Mtl+yl5LGdqv2CeunQQFw7sRX5lIxtSSkgvqaO8voXhAfYXYnSQF9Pig8mtaGB3ejmf7ZHHEyfHBfHwnHjmDA6121EoM8Bvbk53+pl83DW8tmgEg/rYa1MogYmXznVpuPjjYrRk6JTrobOdqtkskV3eYPU60HtoqWkyYjJLlNQ0EeLjRrPR3K5W3mQwkVPRwJ5M+8nVhhYT0/+9xfp3tUqwYEQ7RW1rEG87ieSp03Dr5Gj+9ctJjuVXkxCmx2Ayn1ZDYlJuFf6eWvoG2AdGnjo1WrWw9kIoKAGBs0yFM9vmVvMl+9+Pr3vrfUjpOdB7yMdqmozWjMnZwHUHtKBVqZCAhSPDrI1wLs6MouomPtyZyTcH8yira6G33p17Z/TjqtHh1h06yBMHOrWK9NI6ymqbCfSyHzlMCNPz0S1j+cvKQ+zOKKe33h0PrZpPFo9tJ4+clFvFle/sbvdZEsJ8uWViNBcODOHrA3m8vimN+a9vZ8GIMB6aHW/dFSk3GaPZed3QhYvzHSVzEOwjXw/OygEKhTVNNBvN1hq5stjVNBrIKq8nKtCLopomDmZX8dQPx8koqyezrI68ykanltB/u2gA0UHeRAd5ERHg6XDnr2QO2i6SN0yI5O2t6byxKY23bxiFwSSdVlkhKbeaYX392m0UTWYJk1lC1yY7oFHJ72EwSrKMWBtaMw72QYDVaKnN79k2M6AEB63ntriCg18DlUoQE+zFxpQSmgxmDCb5P7MEd0+LZWBvl/phd3n2x2TWHCtk5sBeXDM2gqn9gx2Of6pVguggL44VVFPfYiLIx/E/+LgQb/53uIB/XJ7AE/87xtrjRVw0pHV6QZIknvs5BV93Ld/eNZGkvCru/eIQIO98IgI98fPUcduUGK4c1Ze3tqbx4c4sfjxSyC2Torh7WhxBlovN2AV1RRcuzleUWX2lrNBZ5kAxA4oKlIMD25p8VnkDcwb3QqtRsS21lOzyeqKDvRje15+FI8KJCfZCCMF9lmsV5MbjJVNjO/2cxZbeoaA2pUhfdy03T4zi9U1pnCqutezku5cJrms2klpSy9yE0HaPldY1Y5YgtE3ZWZmIaHHSlKiMbLYdD/XSqdF0UHYBm8yBk+xDT+MKDmyYNTCUD3dlsiGlGJ1ahUYtyC5voLfe3RUcnAbBPm64a9W8ff2oDg2QQF741yUXARDk5VisKDbYG4AhYXriQrx5ZX0qcwaHWi+aLSdL2ZtZwbOXDSYi0JNVB3JRqwSfLB7LY98e5ep3drN03gCWTI1F76nlsXkDuXFCFC+vO8nybRl8uS+XcZYJBUMHqoouXJzvKJkzJZPW2UKk6JAomQMlOMipaKCivoWoQC/+fvFgapoMhPi42e3EzWaJ7w7ZW2nsyaygusHQqbHZ7oxygrx19PVvP0l2y6Ro3tueyVtb0mkxdr8h8WheNZIkixG1pdASlPTW2ws66WzKCo5w1qsghJBVEjsKDkTrtAJ0Xdb6dOnSb0sIkSWEOCqEOCyE2G9z/F4hxAkhxHEhxEuWYzohxIeW85OEENNszt8ihDhpeZ3DQogQy3E3IcSXQog0IcQeIUSUzXMesxw/KYSYY3N8ruVYmhBi6Rn/JoD7Z/bj8N9ns+/xmexcOoOtD0/nyUsG2c2auug6sSHeNLSYKHLgstbu3GCv1t1KB5kDgMyyeh6Y2Z+0kjqeWX2czLJ6TGaJF9eeICrQ06qOdryghrhgbybFBfHz/VPw99S180UP8/PglauG8+O9kxliGaUEeaKh7SyyCxd/FJRr0dddY9U66IissnrcNCp6W9QPlUUwKVdu6IsK8sJDp6aXr7s1MKhvNvLJ7iwufGUrD61qVe388JYxmMwSW1I7dh80mSW2pZYytV+ww81HgJeO68dH8P3hfLLLG7rdkGi1aXYQHCgGT23VHpUAxFlwoNOo8HHXOLwn+npoOyzftPYcWIKDTv6fnCndyRxMlyTJqiwhhJgOXAYMkySpWVnogdsBJEkaYjm2RggxRpIk5bd1nSRJ+7HnVqBSkqQ4IcQi4EXgaiHEIGARMBjZFnaDEKK/5TlvIpu95AH7hBA/WAxhepRbJkX39Ev+YYiz7PTTS+uszmnOiLUs/EC7ngOFyEAv1CpBemkdD8zszyXD+vBJYjYf7862nvP0pYOtF+ix/GomWHQRSmubKa9v4e7B7VOEAIP76Pn01nGsTiqwliIufXMHf5s30GW/7eIPh9HGqEjvwBSoLQVVTbSYzEx5aTP+Xloq6+XzX16fCsCOU2UYTRL+nlo83TSsOVrIF3tzqGkyMryvH5GBnmSXNzAg1IcL+gUT7OPGuuRiLhvevglR4Wh+NZUNBi7oYPN2+5QYPt6dTVFNU7vm485Iyq0iIsDTYV2/yEnmoDU4cL6xSOijtwYetvh5aB2KGykmVo56Ds4mZ1JWuAt4QZKkZgBJkpQwbxCg6LKXCCGqgNHA3g5e6zLgKcvPXwNvWLzkLwNWWt4jUwiRBoy1nJcmSVIGgBBipeXcHg8OXJw+sSFyijGtpM5OkMThucGtwUGQj+PgQKdRERngSVpJHSqV4PVrRvD4RQP5ISmf53+WxxWfXn2cramlXD2mL739PFifXMyejHL2Z1cCMM9B/dCWS4b1wWg2U1LTzCe7s7n2vT1Miw9m6bwBLtdNF38YlJ4brVqFn6e2XRd9W26dEk1vvTsVDS1U1re0yzR8mpjNp4mtQbxaJZibEMriSdH4umu46LXtAAwI9UGlEswcGMLqpEKajSY7zRNbtp4sRQg6vLeE+Lpz1ehwViTmdLvnICm3ilFRjoXQimqacNOo2ukzaDspKwCMivRn2dZ0GlqMdr4Mfp46ih1kFHzcNNQ0GVGqIsoEw7nScyAB64QQEvCOJEnLgf7AFCHEc0AT8FdJkvYBScClQogvkD3aR1n+VIKDD4UQJuAb4B8WM5YwIBdAkiSjEKIaCLQcT7T5HHmWYyjn2xwf1/ZDCyGWAEsAIiLaW326OLsEe7vh664hvbSu03NjgluVwAI76MCNCfa2e71QvTtLpsZiMsOLa08Q4OXGphMlbEstZe1fpnLHp/u55aN9NLSYGBHh12kGA2DBCHla5aaJUXyyO4s3NqUx77/b+dPIcB6c3d+lfeHivEdpqNOoBXonNsO2jIzwZ2SEv/XvBpOZfo+vscgJS+xaOoPaJiMV9S1UN7YwJNyPMD8PzGaJRcsT8XLT4KXTWN9n1qBefLE3l8SMCut4ZFu2ppYwNNyv0479O6bGsnJvLjonQYYjSmpkobTFbRxbFQqrmwjVu7ebYuisrAAwMtIPk1niSF4142NaxQ6cKR/6uMtjoYrOgUYtlyY6K/WcKV0twkyWJGkkMA/4sxBiKnJgEQCMBx4GvrLs9j9AXqz3A68CuwDF1/I6SZKGAFMs/93QU1/EEZIkLZckabQkSaODg119A78WFfUtZJXVI4QgNsSb9JLOTUJsI+i2Kmi2xIZ4kVlWb017gjyloBglldU1MzrSn1V3TiAuxJsvloxvHcty4sroDHetmiVTY9n2yHRumxzN94cLmPavLby49gQ1TWdfocyFi98KRedAq1I5NQvqCK1ahZeu9TpWjIsmxAYyN6G3dXT46wN57M2q4LF5A4gJ9rLuhifGBuGhVbMhudjh61c1tHA4t8pp4GBL3wBPXrl6OIsnRXX58yflVQOOmxEBiqobCXXgLtmV4GBEXzmIOmDJZiroPR33HHhblCltTZn8PLVdNsQ6XboUHEiSlG/5swT4Djm1nwd8K8nsBcxAkCRJRkmSHpAkabgkSZcBfkBqm9epBT6ntUSQj5xdQAihAfRAue1xC+GWY86OuzgHeHr1cab9ewtXvr2L4/k1JBfW9NhrxwV7YzBJ5FbKksrHC6q54f29fLYnB4CZA0NYdecERkT4I0kSZbUt9AuRPRPWJRfbSTF3FT9PHY/PH8TGhy7goiG9WbYlnQte2swHOzKtGvQuXJxPGNtkDk5nl2qreugoBd5iNPPK+lRGRvhx5ai+cobC8j7uWjVT+wexIaXYoenT9lNlmCW63Cx+6bA+jLDJbHTG4dxK1CpBQpjjzEFpbbPD8qcSHLQYnfcc+HvpiAn24lBOm+DAQ0tts7FdYDFviFwKtZ3c0Ht0PNnQE3QaHAghvIQQPsrPwGzgGPA/YLrleH9kyYcyIYSn5TyEELMAoyRJyUIIjRAiyHJcC1xseR2AH4CbLD//CdhkKTf8ACyyTDNEA/2QyxP7gH5CiGghhA65afGHM/xduOgBJEni+8MFAOzLqqTFZKa60cDIZ9ez+WRJlyYAOjpHGZU6lFPJQ18lcfHrOzhWUM0T8weiEnKHspLqO5hTyUWvbbcLTv5jaZDqLmazRJPBxLjoAOYP6U1lg4Fnfkym/xNrrF71LlycLxhseg70p7lL1dtI/zoKLn46WkBRTRP3zuiHStW+fDFrUCiF1U0cy2+/udh0ogS9h5Zh4Y539mdKUm41A0J9nGYxPXQamg2mdsd1Gvne05mI2sgIfw7mVNkFPn42wlG23DejH7sfm2EnX+3noTsnGhJ7Ad9Zbrga4HNJktZaFuUPhBDHgBbgJkmSJMuEwi9CCDPybl4pHbhZjmsBNbABeNfy2PvAp5aGwwrkxR5Jko4LIb5CbjQ0An+WJMkEIIS4B/jF8lofSJJ0/Ex+ES7OHEmS+MdPKda/J4T5Wi/sivoWbvlwn/WxBSPCGNzHl/hQH+JDfexS/ieLa53qSoRYovUHv0pCp1axZEoMd0+PQ++hJaeigRWJ2dw6OYb4UB+7ncu46AD2ZFbw05FCXvrTsE6/S4tRdmPbl1XB/qwK9mdXOt09Dfr7Lxx/ek6nxjTnClFRUfj4+KBWq9FoNOzfLw8Pvf7667z55psAg4UQL0mS9IjlOn8HuanYDNwvSdIWkMeWgTeAaZbHHpck6RshhBvwCXK/UTlwtSRJWZbnPIY8nWQC7pMk6RfL8bnAf5Gv5/ckSXrh7P8mXDijdVpByFr+lh1td7QCbE2D2i54kiSxfFsm/UK8raUBZc5fMS2aMSAElYD1yUUMsdT+s8vrefbHFDakFHP16L4ORdXOFLNZIimvikuG9XF6jt5D47APw6qQ2EFZAeSmxK8P5JFV3kC0VRvCMoXQaLCTg1apRLs+J72nloLTyIJ2h07vZpaJgHZ3U0mSWoDrHRzPAuIdHK9Hvlk4eo8m4Eonjz0HPOfg+M/Azx1/ehe/Jq9vSuP9HZn07+VNanEdj80bSB8/D6b/ewtzBvfiRFEt2eVyb8B3h/LthE/8bVJm727L4JWrhzt8j4aW1mh95R3j7ZqgHpjZn+8PF/Dsj8l8eutYqwkMwL+vHMaUlzZT39I+2lcwmsycKKplzbFCViTmWC/+mGAv5gwKZXSUP6OjAuitd7das059aTMltc3sy6pgWnyI09c+19i8eTNBQUF2f//+++9JSkrC3d39OPBvy0MdjSY/DpRIktRfCKFC7kGCc3g02UXXMFjLCqpWLf82i1Zn2JcV7He5O9PKSSms4aUrhtpYEeswmSXqW0x4u2kI8NIxOiqA9Skl3HFBLG9tSePdbZlo1IJH5w5g8eSoM/yWjsksr6e2ydjObMkWPw+dw0brrpQVAOt962B2pTU40DtxenT8/h1rIvQEv4+tjotzng93ZvLK+lQWjgzj4TnxTPjnJtJL6xgXHYBOrSI6yJt3bhiN2Syx7VQpn+/JYZ1Ns5Gtgcn3SQXcP7MfkYFedu9xqriWmz6Qh17GRgXYBQYg1/L+MrMfT69OZkNKCbMG9bI+1jegvYJariXTUFDdREV9M4dzqqhvMSEEzBkUyuUj+jA6KsAqIdsWtUrN3sdnUl7XfFY1zn8Nli1bxtKlS3Fzk79rF0eTFwMDLI+ZAUUHxTWafJ5gNJmtO9rqbgYHtmN+bRey5dszCPJ247IRrbtzW98BpQlv5sAQnv/5BIOf/AWAhSPCeHTegHbiQz2JItzkSPxIwZmaoVJW6Cxz0C/EGx83DQdyKrliVDiSJFm1E7qy6Cs9B86soXsCV3DwB8dsljBJp2dKovD1gTyeXp3M7EG9eOmKoahVAm83DekldWjUKqKCZG0CkFNk0+JDmBYfQlF1E1/uy+U/G1r7AJZMjeGjXVks25LOC1cMtR4/VVzL1csTrWnEYF/HN6nrx0fy+qY0fjxSwMDePg7PefbHZPZnVXA0vxq1StDX3xNvdw1XjApndFQAY6MCCNV3/ebTnRvmuYAQgtmzZyOE4I477mDJkiWkpqayfft2Hn/8cYB4S3bA6WiyEEL5n/asRQU1HbhHkqRiztJosotfD6UR71BO1Wlr+es9tSjtQ7bPTSmsYVtqKQ/PibfTMLC1LQ73l0XM3t2eaX38m7smMiqy602Fp8vh3Cq8dGqrIqsjlMmCtotzV6YVQL4Pjo7yZ31yMUPD9Hy4M4uTxbUEebs53Mi0xc9Ta5dlORu4goM/KE0GEysSs/nHTylEBHiy7ZHpp/U6a48V8cjXSUyOC+L1a0dYXcRiQ7xJs6TdYoO9OVnUfn43VO/O/TP7kV1Rz7cH5RKDVi1YNKYvX+zN4d4L+1mbcLadKqOivoW/zu7P9lNllNY0k15ah5tGZefwqBKC2iYDoXp31hwtsh5/ce0J688rErMZ3tePe2f045qxEd0KBM4HduzYQVhYGCUlJcyaNYsBAwZgNBqpqKggMTERlUqVizyaHIM8mjwQeTQ5m9bRZA3ylNAuSZIeFEI8iFyKOGvjyS7dkl+PgaG+6D20JGaUc9UYeTCsu1r+eg95AbOVX5Ykiad+OI6vu4brxtn/P1R6FDLL6vlsTw4r9+UQYMlajI8J+FUCA5AzB0PC9R32M+g9tLSYzDQZzHjYjGx2NTgoqW0irbSO0tpmln57lAGhPvzrT0O5ZFifDke5Ffw8WlUSXcGBizPGYDKzJ6OC9clFrNyXS7NlDG/GgNOrle84VcZ9XxxiWF8/3rlhlN0uIDbYi11p5YAcBGxLLXX4Gsfyq/n+cIGcpmswcKKwlmcuT+CLvTm8szWdZy5LAODGCZFsTS3lPxtOoVEJmo1mLnx5KwATYgK5YUIkFw3pTX5lIwaTREyQl11Pw7It6fxpVDi3TYkmJsi72zrr5xNhYfJmPSQkhAULFrB3717Cw8NZuHChsgtqQG4gDpIkqRR4QHmuEGIX8mhyueW8by0PrULuNYDWUeO8Lo4m08FxKxbxteUAo0ePdhlfnEVUKsHY6AASM8pZMjUG6L6Wv7KAQWtD4jcH89mTWcHzC4ZYyxUKSkPvvV8cQqMSLJ4UzX0X9uPtreks35bRJSOmM6XZaCK5sIbFkzuWzbcuzo0teOhamwU1VoVEx/88jxdU88GOLFYnFViFpiICPFlz/5RulQfaZlnOBn/cO+QfiE0nirn3i0OMfHY917+/h493Z1sDg/8uGs5Tlw7u9mtWNbSw5NP9xAR78dHNY9t16scGe1NU00Rtk4G6JiM+7u0vaoPJzCNfHyHAS8dP900BjKMNSwAAIABJREFUYOOJEsL8PLhiZDgr9+VSYpET1apVvHXdSOJ7+Vg/O8i1O5NZsnrCZ5TJ2YqYYG8S+rTOKPfRu/PSFUMZEOr7hw4M6uvrqa2ttf68bt06EhISuPzyy9m8ebNymhudjCZbRo1XI08qAFxIa4+AazT5PGB8TCBZ5Q00Wkb2ujs6Z9tzUNVooLK+hed/TmFUpD+LxvS1O3dXWhnXvttacVpz/xT+7+JB6D20zBrUq0tGTD1BSmEtBpPUYTMitH63thNMOgeZA5NZYn1yMYuW72b+azv4+Wghi8b2ZfNfp3HFyHAq61vs7mld4ddwZnRlDs5jqhsM/N/3x/ghqYBALx3zEkIZHRnAO9vSyalo4PVrRjIpLpCVe3P4an8ueZWNXDW6LzdOjCTEp+NUe4vRTEOLiWvGRjiM5pV6XUZpPTVNBrvOZZDTi098d4zkwhr8PbXc+P4eu8fvmhbLqgN5LN+WwRMXDwJkpbAPbxnDuOc3AjA5LogVt9mXpjMtvvIRAZ4U1zZbj184sFenttF/BIqLi1mwYAEARqORa6+9lrlz59LS0sLixYtJSEgAiAEu6WQ0GeBR5BHkV4FS4BbLcddo8nnA+Bh5+CSlUA4mqxu7p+dhN63Q0MI/16RQ02jguQUJ1msxt6KB539OYc2xIoJ93KDJyCNz4+nXq7VfaHi4X5eMmHqCrjQjAtZNS9uUvm1Zob7ZyKr9uXy4K4vs8gb66N15bN4AFo1pvWdeMTKMbw7msT65uMPRybbonQQnPYkrODgPKahqZHd6Of9ed5KS2mYenNWfu6fFUlHfwnXv7SG3spHbpsSwLrmIB748TKPBRL8Qbwb38eXNLWks35bBZcP7cOuUaKvZUH2zkYKqRutFm1os79BzKhocfoZYG0fG6kb74ODtrem8sKa1B8BklogM9CK9tB4fi6lIZKAXlw3rw2d7crhrWqy16a+Xrzt3XBDDO1sz2JFWxnM/JXPzpGhrb0JqcS2eOjXP/JjMT0cKWTgijG8P5fNpYjZPXjLI2hPxRyUmJoakpKR2x3U6HStWrABACJEiSZIyoZCFg9Fky2PZwFQHx12jyecBSt/B/qwKfNw0Dh0DO8L2mj+YU8XBnCruuCCGAaG+NLaYWLY1nXe2pqMSgofnxHPr5GiGPr2u3W7Y1oipxWg+q5m/pNwqgn3c2rkttmVrailRgZ7tmgeV4ODbg/m8vimN2iYjIyL8eHhOPHMHh7a7/4yPCaSP3p1vD+Z1KzgorJKDE09d1/0iuosrODhPyC6v54MdmWxIKSG/ShbHiAny4tu7JjIkTM+PRwt54MvDmCztw8u2pOPtpuHyEWFcNTqc4X39EEKQWVbPhzszWbU/j1UH8pjSL4iREf58eyiPvMpGvrlrIquTCvhwZxZxId7t0oMKkYGeaFSCtJI6qhuN1sW7usHAy+tOEhHgaQ0sNv11GkHebvzz5xQ+3JmFySyhVgnunh7Ld4fzeX9HJo/MHWB97clxQbyzNQOAD3Zm8cHOLC4a0pvbp0SzLbWMhhYTPx0p5PGLBnL71Bi+tfQevLbxFA/OdrjOuXDhog22fQe+XTBfaktbx0IvnZq7p8VxLL+auz47QG5FI5cO68NjFw2wivyE+LiR6qB5eeZAxYipnKld8FM4XQ7nVlnvhc5oMpjYnVHOojHtm2K1aoG7VsWpkjrmJYSyeHJ0u5FrW1QqwYKRYby9NYOS2qZOM7YKPyQVoPfQMuks2sm7goPfOWkldfxnfSprjhWiUam4cGAIt02JZkxUAANCfdidUc7EFzZRZGMFOiEmkCtHhzMvobddpy1AdJAXz1yWwIOz+vPRrixe3XCK7afKrI8vfGsXADdPjGLpvAFOO2u1ahWRgZ6kl9ZR02hgkEXxcH1KMQaTxGvXjMBkNnPNu3tY8sl+Pr99PLHB3rSYzORVNhAZ6EVciA8XJfTmk93Z3DE11ppKs72A1t4/ha/257Jyby6rkwqsx5+9bDA3TIgC5GbGT3Zn8/rmNMbHBDLxLF5QLlycT4yPCWR9cjGBXrpuNyQqmQOlOe+qMX3ZkFzM3747SqCXji+XjGecjSshwBUjw/nvxlOkldTZjRJOipONmNYnF5+14KC6wUBGWT1XjArv8Ly9mRU0GcwOTZ+EEHxz10T8PXVdcoAF2QX2zc3p/HC4gNumxHR6fmOLiV+OF3HpsD5nNYvyx86x/s45nFvFwrd2su1UKXdcEMuOR6ez7PpR3DIpGrMkcdOHe7nh/b3WwODmiVFse3g6XywZz8KR4e0CA1vK61vYdMJxA9DtU6J56tLBnY7cxAZ7k15ab1dW+PloIWF+HgwL1zMqMoD/Xj2cQ7lV/GXlYaItts2KJgLAPTPiqGs28uGu1nnnYBvDk0aDicfnD2LXYzPs3ttWe0C5yXjrNNz/5WHK6ppx4cJF54yMkGvv5fUt3dY58HbT2I0DphTW8NCqJEZG+LP63sntAgOQA3k3jYr3tmfYHe/MiKknOJJv6TfopBlxa2opOo3Kzm7ZlsF99F0ODEC+Pw3r68c3B7vmHbghpZiGFhOXDu96GeJ0cAUHvyNajGZ+SCpg6TdHuPDlLVz+5k78PHX8fN8UHp07gBBfdzLL6vnz5we59I2dJBfU8PeLB/HMZfI0wh0XxBAR2LHAhiRJfLo7i/mvbSenooFl1420PjY9PhhvNw070sq7ZKAUG+JNemkddc1G9B5aJElib2YF0wcEW9N284b05on5g1h7vIiVe2UdHFtZ0oG9fZk5sBcf7syi1mKTbCu1fKq4jnXHi7jZxrcB4Gh+tXWnE2fpf7h/Zj+qGw089FVSlz6/Cxd/dPrbNAZ2t6wghEBtk55PzKjg9inRfHrrWKfCYYHeblw5OpxvD+ZTUttk95hixHS8oOdcXm1RmhEVHwdnbDlZwrjogA43V93lipFhpBTWkNyF7/b94QJ6+boxLtpxcNJTuIKDcxCTWeKltSfkcsHRQpJyq3hrSxpTX9rMfV8cYs2xIqICvXhkbjzf3DWRvgGeVDW08MT/jjLrla1sSinhvhlxbHtkOosnR1vTep66jqtIJbVN3PLRPv7v++OMjQ7kl79MZfbgUOvjT106mOcWJJBSWMP/Dnce5cYFe1tHDH09NJTWNVPXbLRaKCvcOjmaxZOi+eZgHmCfOQC4d0Yc1Y0GViTKtsxCCOvI0EOrkljy6QGKa5oYGyV3V/fRu7NsSzoTX9jIP9ekWB3mPtqVRV9/D7amllrfy4ULF87xctMQadlQnE5nfIvNSN9d02J5fH7nTcG3TY7BYDbz8a4su+OKEZOt7HpPcji3mphgr3aTVbbkVjSQXlrvsKRwJlw8tA9ateC7Qx3fl6obDGxNLeGSoX3OiumULa6eg3OMsrpm3tqczgc7Mx0+Huil4+WrhrUz+fnXLydZuS+Xa8dGcO+FcXZ1+fpmeQTJq4NId+2xIh779ggNLSaevnQwN06IRAjB5pOtpYUdaWVcMyaCd7dn8PK6VC4a0rvD0kKsTc1Q76Els1QeM1SMRmx5fP5ACqoaWXu8iK/259k5Jw7r68fU/sG8tz2DmyZGcjinyu6m89o1I7goIZS00jrmvrqdR+cNoH8vH5ZtSefdbRnW5sW8ykaCvN0YHxPg8DO4cOGiPfG9fMgub6C6seWMtPw7asyzJSrIi7mDQ1mRmMPd0+KsGioBXjpGRwawPrmYB2f17+RVukdxTRMHsiuY3ol52rZTspjbtPieDQ4CvHRMjw/hf4cLeHTuAKcB1OojBRhM0lkf6QRX5uCcYtmWdCa9sMlhYDAhJpCp/YOpbjTw/o72jx/KqWJibCDPXp7QruO1vsWIm0bl8B9cXbORh1clceeKA4T5e/DTfZO5aWKU9Qawan8u/p5ahobr+c/6VOpbjPxt3kDyqxr5ZHdWh98nJrh1AdZ7aK0aBI4WZrVK8OqiVifGA9kVdo/fOyOO8voWlnxygJs/ai0hPDSrP5cO6yN7OAR6oRJwNK+agb19ee2aEWx6aBrKvezz28ax/4mZrFwygdFRAbhw4aJzBoTKmT6DSbIKInWVibGBxAR7oVEJDuVUdvl5S6bGUN1o4Mt9uXbHZw3qRUphDblORqhPh/TSOha+tYsWo5nrJ0Q6PKehxcgXe3NYtiWdMD8P66h2T3LFqHBKa5vZkVZmd1ySJHanl3Pbx/v5v++PEd/Lh4Qwx5b2PYkrODiHOFVca6eUtfuxGRx5ajZZL8zniyXjefPaEZgliRFtBDqajSZOldQyuI/jWllDs6mdgiHIi+hF/93ONwfz+PP0WL69axJxNin/8rpm1icXs3BkOM9elkBZXQtvbE5jYlwQ0+KDeWNTWoeqab42qoh6Dy0ZZfXoNCrrWGNb3LVq7p0RB8AVy3aTYdN7MMaymO9IKyMq0JO5lnKHwaZ3wF2r5sKBvXh/Z6Y1PZdd0YAkwZ+nx7qmFFy4OA0G9G5diLpbWgjxccNokhjUx5cD2V0PDkZE+DM2KoD3d2RitMkSzrQ4rW5M6ZnSwuHcKv60bBfNRhMrl0xol91IL63j6dXHGff8Rh779ijebhpeuGLIWXFCnB4fgp+n1uoz02w08fWBPOa/toNr3k3kYE4l90yP47Pbx501J0ZbXMHBOcQLVwxlcJ/WC/FEYa3dArsvqwKzBONj7RtRThXXYTBJTqPJ+majQ7GMD3dmUlTTxFd3TODhOQPajcV8dygfg0niqtF98ffUERPsxQc7Mskqq+fRuQOobTby5ua0Ln03vYeWjNJ6ogO9OlQqtN3RP7261bHXthZ3+Ygw4i27maY2O5nXFo1gQkwgD36VxKeJ2fzt26PEBntx74x+XfqcLly4sEe51qD7TYl+njqqGloYGeHPkbxqu4W+M5ZMjSG/qpGfjhZaj0UHeREX4s36HggOtpws4Zrlifi4a/n6zonWRkSjyczaY0Vc914iF768lRWJ2UyPD+HrOyew5v4pTOl3dkYpdRoVlw7rwy/Hi/jP+lQmv7iZv65Kwmg288LCIexaOoOHZsc7tZDvaVzBwTnEZ3uyrZ24GpXglo/28cT/jtLYIi+AiRkV6NSqdtFtSqH8HNvOYgVJksipaHDo3NU3wBODyWy1Z23LCYsYyfJtGVz25g4ySusxmCSLHbIvV4wM5+Nd2R2m+JQ4QC4r1HVa64+1KUVcNVoWWErMKOfBr5KYGBvIgFAfPkvMsU4sKB7oCh46Ne/fNIYJMYH83/+OkV/VyEt/GtolpzMXLly0Jyqw9ZrsbubA10NLbbOsEthoMFnvKV1hxoAQYoO9WL4tw258cdagXuzJqDgjX4FvD+Zx28f7iQ7y4uu7JhAV5EVJbROvbzzFlJc2c+eKA2SW1vPwnHh2Lb2Q164ZweiogLO+Y184Mpxmo5n/bjzF4D6+fHrrWH75y1QWjY341e9hruDgHKGktond6bKL4baHp3Ps6TncNjmaFYk5zH9tO0m5VRzOqSIhzLfdPxIlKPjhcEG71/0hqYD92ZX8yYGwR2yIPE2QVV7v8DM9eckg5g/pzTcH86i0uSmkWxoLH5zVHyHglfWpTr+XIi9aXt9CTkWDVcvAGbbaCvOH9gZgy8lSNCrBezeN5tG5A8ivamSHxfGxwKIGaYuHTs2dF8Ra/6730LU7x4ULF11DrRLWzvjqbkoo+3lokaRWOfXulBZUKsHtU2I4XlDDLsu9EeTgwGiW2HLy9IyYlm9L58GvkhgTFcDKO8aTVdbAvV8cYtILm3h5fSpxId4sv2EU2x6Zzp+nx9npqpxthoXrefv6kWx4cCof3TKWKf2Cf5USgiNcwcE5wtJvjrIhpZjLh/chxNcNd62aJy4exOe3jaPRYGLBWzvZm1XBwN7tSwfD+vpx2fA+LN+e0W4X/8r6VIaE6bllUnsLUmWXnl7iODjw0mkc+pIro4Z9/DxYPDma7w7lcyy/2uFrDLUIiqw5Wmi1UnZGVlk9z1hKCVP6tfYHHC+opl+ID546DdPig0kI87VOUTgKDpoMJm77eD8AYX4e9PHrmiSpCxcuHDMuWi73na6Esrebhl6+bhzsRlMiyCXEIG833tnWKoo0PNyPIG831ndzpNFslnjup2Se//kEoyP9mRAbyMK3dnHVO7vZerKEGydEsemhC/j01nHMduCD8GsghGBuQm+73q/fii59eyFElhDiqBDisBBiv83xe4UQJ4QQx4UQL1mO6YQQH1rOTxJCTLM5f5TleJoQ4jVhCYmEEAFCiPVCiFOWP/0tx4XlvDQhxBEhxEib17rJcv4pIcRN/I5JLqihtslAsI8bry4aYZcZmBgXxNr7pzLEkvr/bE8O2Q52+o/OHYBKYGdoBOChVRPs4+ZwJjYmyBsh2usKKPxr3UnWJRfz94sHcfXoVg+Fo/nV1vHIu6bF4u+p5Z9rUhwqlw2z1PG+s+gixHSQOQjw1jHY8j23nyrjnz+n8MGOTLafKsNklmgymBBCcM/0flaPiII2ZQWQfwfKqOOK28Z1qu/gwoWLjlEEdzLKHG8knKG3sRYeGeHf7eDAXavm/9k77/AsqqyB/056JQkQaoDQMdIJVSxYsIsICFYUFXBxd911XdHdVT9dXdfVtaBSVBC7gAXWCiKKSA29Q+hESuhNSsj5/ph5w5uQhPT3TXJ+z/M+mblz750zk7kz59577jl3X5DIzHXpWdOnnkBMP61N52QBQh3vP3qSU6czeeCjRbz5s7PSK2XLfv47bR2x4cH8u08r5j12Of+4LolGpbAKobxSGNWoh6q2VdVkABHpAfQC2qjq+cALbr77AFS1FXAF8KKIeM4z0j3e1P1d5aYPB6aralNgursPcLVX3sFueUSkKvAE0BnoBDzhUSjKE5v3HCVx+Fdc8+rPLNi8n12HTvD2rE2s23U424c2JiI4m8/tq1/5mY/mb82Wp05sOEMvbsxXy3cwb+OZITiPl8LcCA8JpG5seK7HP124nZE/buCWTvW5vk0dPl+SxjWtzjhEuvudBRw9kUGVsGAeuLQpv6TuZeb6PWfV41EGtu1zevhb9uZtn1AlLJhJQ7sSHOgoMqNnbuSpL52RhLW7DvPEZCeKb8+kmjTPxb7Cwzuu85TxgzqZPwPDKAHaN3BGAOdv2neOnNnxjBwccJWDbft+O8vz4bm4vXMDIkICedNr9OCKpJocPpHBXK93XW6M/mkD7Z6eRtO/fcPXy3cCjpO031/ahBl/uYRJ93ejf8f6JertsKJQnHGT+4HnVPUEgKp6JoCSgB+80g4AySJSG6iiqnPV+aq9C9zolukFjHe3x+dIf1cd5gKxbj1XAtNUdZ+q7gemcUbRKDfsPZrdx390WBBPf7mKni/NpPOz0/nzJ0v4dOF2dh06njVaMP2hi2lbL5ZHP1vOfe8uzBYnYMhFjakTE8ZTX67K6lk3jo9i275jZ1n1e3DiH2RXDlI27+PRz5bTrXE1Hr8uiYcmLuV0pvKXns2zworO37QvS0G4vUt96lUN57lv1mSd10OkV6+9bb1Ynv5yFemH845tEBwYwCsD2gHw5e+781L/M86Q+iU7dhMBAcIwd8ljbjxxfRIv9GtT4l7MDKOy4gndvnjrgUKV89j7HDh2kvYNnP7boi2FrCMimP4d6zFl6a9Z04ieQEzf57NqYXbqHv6VYyT1g3s7M+sRx+rfOg75U1DlQIGpIrJQRAa7ac2AC0Vknoj8JCId3fSlwA0iEiQiDYEOQD2gLuDtG3K7mwZQU1U961V2AjXd7brAtlzK5JWeDREZLCIpIpKSnp5ewEstOzo0qMrm567N+i1/8kpmPdKD5/u0pnOjavy4Lp2HJi6l87PTeWGqY/T3w+rdjL6jA3+/9jxmrk/nqpdn8r079xYeEsgjV7dg5a+HmLTQuT1NakSRqXn32BvHR7Ex/WhWrIFt+44x5D3HIdIbt7XniSkrmLkunWd7t6RRfFTW9MIVSTVJ2ewoCBmnlYevbOG4VV6c3a2yt3+F//RtzdETp3liyop874vHeGnK0l+zbBAA/v3tGo640xnXtqqdZ/m7L2iYqwGmYRhFo6hGeZ5pBe/IrHmNZObHPd0bojjLr8GZbriwaXW+X5V3IKZUr/M836c1m5+7lguaVM93KbVxhoIqB91VtT3OMP8wEbkIx/VyVaAL8DAwwbUhGIvzsU4BXgZmAwV2q+WOKpRIVBxVHaOqyaqaHB9fPnqRCXER3NyxHiNuaUfK3y7nqz9059GrW2Q1sme+Xk27p6bx3cqdXHFeTfYcOcm976YwwfUkdkObOrSvH8t/vlvL4eOnaOCuFshrRUKTGlH8duo0Ow4d5/DxU9w7PoVTpzN5a2Ay787ZwoSU7fzh0ib0d2OXd2tcjYS4cI6dzOCVAe2yFIRLW9SgdUIML05dm22UwnsJ5f+W/kpwoDB15a6sj3xuJFZ3ZB4zcyPHTp5mxC3t+MOlTViweT89//sTm/Yc5fDxU1zQxJHFMAz/xPPeOnDsFOEhgYQGBXCoCEsQE+IiuLZVbT6av41DbgC2K5Jq8msegZhW7zjEaz+c8cFyc8d6Z+Ux8qdAyoGqprl/dwOf48zzbwc+c4f85wOZQHVVzVDVP7n2Cb2AWGAdkAZ4d+cS3DSAXe50Ae5fzxRFGs6oQ84yeaVXKAIChPPrxGSFYwbHiv++ixpxIiOTr1eccQ7y10+XMX72ZjakH+Wxa85jz5GTTF25izR3GK52TO4W+54VC+t2HuaPHy8hNf0Ib9zWgcVbD/Dfaeu4qX1d/uTlxzwgQOifXI9fUvfSJiGWl10FYdA7C/jjZU359eDxrDl/gHSvaY9Xf0ile9PqTBzaNVe/Cx5Cg87M/53IyOT3Hy3mVbeh/3rwOD1e+JG2T03jl9S9bN//G4nDv8r6HTuZt9JhOCQmJtKqVSvatm1LcnJyVvqIESNo0aIFwPkFMTD2ICJTRGSF136lNjCu6BQmomlIUACRIYFZqxxiI4KLFMAJHKdIR05k8OE8JwBbXoGY5m7cy82j5xDgLgG8OdlGEYvCOc24RSQSCFDVw+52T+Ap4AjQA5ghIs2AEGCPiEQAoqpHReQKIENVV7l1HRKRLsA84E5ghHuaKcBA4Dn372Sv9AdE5GMc48ODqrpDRL4DnvUyQuwJPFqsO+HnRIcFU7NKKDWrhPHIVS0Axwp3zsa9/O6DRQA8McUx2PMMAX657FeS6lQhKEBydZAEZ4Ij3ftuCqczlX/e2JJaMaHcNW4+FzSpxnM3tT5rnW3f5ARe+n4dExdu46GezQF48OPFgLPk6fUZqTSvGc0nC7bx7cqdWeW++eOFuS7FzI02CTEs3X6Q8YM6cTIjk1OnMzmZkcnXy3fkGZXtshY1sqI1GvkzY8YMqlevnm1/8uTJLF26lLCwsJXkYmAsIjWAb0Sko6pmAojITTjvAm88BsbPichwd/8RshsYd8YxMO7sZWCcjDNquFBEprj2RIafUKtKGDsPHWfjnqM0qVFwq/6Y8GAOuMqBs104XwkeWtaN4YIm1Rj3yyYGXdCQalGhdGgQx/degZi+XbGDP3y8hHpx4fy7T2v6jpqTp5M3I38KssarJvC5+4EIAj5U1W9FJAQY6/YYTgIDVVXdF8h3IpKJ05u/w6uu3wHvAOHAN+4PHKVggojcA2wBbnbTvwauAVKBY8DdAKq6T0SeBjwReJ5S1cKZ0ZZDGsdHZVt2GBcZwjWtatO+fizhIYH8q3drZqXuYVZqOl8v38mMtelkKjStGZ2nd61qkY7B0OlM5a5uidzepQGzN+whI1MZfFHjs1wqA9SOCefiZvFMTNnOg5c7gY9UlT99soTIkCAOn8jg7ncWEBMezLAejXl9xgYA6sQUfAqgS6NqrN5xmO5NqmdbhnljuzOmJSvSDnLdiFm8cVt7rsnHBsE4NyNHjmT48OGEhjqKZV4GxiJyAOcjPl9EooA/46wkmuBVXS/gEnd7PPAjjnKQZWAMzBURj4HxJbgGxgAi4jEw/qhULtYoEpedV4MP5m3lx7W7C6ccRIRkjRbEhocUy7Ph4IsaM3DsfCYvSaNfcj2uSKrJs1+vYfv+Y/y4Np3HJ6+gTb1YnrqhJY98ugyRM8swjcJxzm6Wqm5U1Tbu73xVfcZNP6mqt6tqS1Vtr6qeF8hmVW2uquep6uWqusWrrhQ3f2NVfcB9SaCqe1X1MlVt6pbZ56arqg5z87dS1RSvusaqahP3N66kb4w/4llZkNMAJyosmCMnTlO/WgS3dq7PG7d1yDq2YPO+bPEacuI9KvD3a88DoIlrELg5nzXN/TvWY+eh48xc5xh69mpbl5f6t+Wo17C+J2aDhxMZBY/o1jg+ipOnM/N1zdwoy4lT4Q2cKjMiQs+ePenQoQNjxowBYN26dfz888907twZoHkBDIwBngZexFHcvamUBsYVHU844+mrC+eZMDY8OMvOIKYY0woAFzWtTota0bz5s+NS+YokZ3n19SNm8fcvVnBJ8xrcf3Fj7hg7j237jzF2YMdssSGMgmNjsOWIVgkxHD6ewZNTVmYLYBIdGsSR49kbXKjb4z928jQrfz101hLD3PB4BIuPDiU6NChfq+JLW9SkelQIHy/YmpXWq21dZg+/jJ//2oOw4ADe+DF7UKbjpwoedMUz3ZGfDBEhQdSNDc9mlWycm1mzZrFo0SK++eYbXn/9dWbOnElGRgb79u1j7ty54Hyo8zUwFpG2QGNV/Ty/c1V2A+OKhGe0YM45fAvkxHsqISY8uFgjByLC4IsasW7XEX5cl0591+B6/7FT9GmfQPv6sQx9fyE1o8P43wPd6dGiRpHPVdkx5aAc0ad9Avd2b8j4OVu4792ULIv/qNCgs6z/L/Ja4796x6Gz4qJ745la8PTSRYTGNaLy9JwIjqHRTe0TmL56dza/BbViwqhXNYJ7ujdk8pJfWb79jFvl44UaOXBHBc7x4c9MtE1vAAAgAElEQVTPyZORO3XrOp3yGjVq0Lt3b+bPn09CQgI33XSTZyTpGOc2MO6K479kMzALaCYiP7qnMAPjCkjtIroh9zZCjC2mcgBwfZs61I4JY+SMDQxz7a0ADh8/xQtT13F1q9p89rtuJJofg2JhykE5IjBA+Pt1SfzzxpbMXL+HviNnM3fjXnYfPs6uQyeyWRFHhwYRFCCEBTv/4hemrs1aApSTnuc7o77ehn6N46NYs/NwnmXAiZqYkal8tmj7WceGXHzGrbKHE4UYOYiNCKF6VCjvztnCWz9vZPeh3L2qNY6PZMPuo4WyoK7MHD16lMOHD2dtT506lZYtW3LjjTcyY8YMT7ZQvAyMXUNkvA2MVXWkqtZR1USgO7BOVS9xy3sMjOFsA+M73VULXXANjIHvgJ4iEucaGfd00ww/wnsVkSdSbEGIiQjOtlrh2MnThZpizElwYACDLmjI/M37+HblTq5zA7R9v3oXj13TgtduaZfNv4pRNOwOlkNu79KAelUjGPbBIgaMmZuV3uixr4mLCCYuMoSNbuTEDPejue/oSd7+eVO2ZYkeeibV4qP525i6cif3dHcCNPVpX5fJS9IYOHY+4wd1okpY8FnlmtSIIrlBHJ8s2Mbgixpls1+oEhbMHy5ryv95OTEqzMgBwPN9W/HK9+v551erefbr1VzQpDq92tblqpa1spZCevtpqBtrPg/Oxa5du+jduzcAGRkZ3HrrrVx11VWcPHmSQYMG0bJlS4BGwPUFMDDOCzMwruCs3304K6jauYgJD+ZERibHT50mJsIZpTz42ylqRBfdZfGATvWYu3EvN7ary7WtatOoeiRdGlejW+Pq5y5sFAhTDsopFzeL54eHLmb1zsP857s1rEg7xN0XJJJxWtl37GSWcnBtq9p8tdyxDRv54wbu7NqAalHZvZ11a+JY887z8pvepVE1+iXX46P5W3li8kpe6t82Vzn6d6zHw5OWkbJlPx0Tq2Y7dlvnBvznu7Ucc3sZeblwzotLW9Tk0hY12ZB+hMmL0/h8SRp/mbiUv3+xnCuSatG7XR0aVD1jlGjKwblp1KgRS5cuPSs9JCSE999/HwARWe1tYAw0z69ON09Lr/29wGW55FNgWB51jMWxbzD8mNYJMSzbfpA1OwuuHMSGn1EIvD0m1oguerTU6LBg3r6rY9b+n3vm+4gaRcCmFcoxNaqEcXGzeG7v3ABwnIQ8fWNLXr+1PQ9f6TSWF29uw+bnrmXELe1AoPcbs88Kr+w9XAiwaOt+eo+czUfzt9KweiS92tbJU4ZrW9cmKjSIj+efbdMQEhSQbclTYaYVvGkcH8WfezZn5sM9+PT+rvTrUI9Z69MZ9E4KQ95zFrDkZx9hGEbJ0LWx05FYlYtXwrzICr507BSxXh4TDf/GRg4qAJ75tSPHM8D19xEd5qadyCAsOJDr29ShTmw4Q95L4boRs7i0RQ2G9WhMhwbZe/t/+mQJny9Oo0Z0KC/0a0PvdnVzDffsISIkiOvb1OGLxWk8cUNStukHVXVkcinstEJORIQODarSoUFV/nFdEjPXpfP5kjSmr95FcC7+GAzDKFk8qwNmri/4UlLPO+HAsZPZFAXDvzHloAIQ5SoCh71WLER5KQzV3WmEDg3imP7QJbw3ZzNjf9lMn5Fz6NywKkMvaZxV7vPFaQzr0ZjfXdKkwEY9Azo60w//W/ort7mjGAALt+xn456j9GmfwKeLthNcgt4LQ4ICuDypJpcn1SQzUy2YimGUAZ6pO8+0ZUH4dNF2ggKEmlXC8JglFXfFglH6WHerAhDtPXLgkqUc5FjiGBMezAOXNmXWIz14/Loktuw9xt3jFmQdf+yaFjx8ZYtCWfu2ToihRa3orOBPHiakbCMyJJCnep3PjL9cwmWltObYFAPDKBsS4iKytvMLve7h2xU7+HxxGg9c2oTE6pFZ9gcHTDnwe0w5qABEhZ2tCOSW5k1ESBCDujfkp79ewohb2tHbdUu8esfhQp9fROjfsR5Ltx9k9Y5DWef9ctkOrmtdh8jQIBpWj8xysmQYRvnE2+h38pL8XVHsOXKCxz5fQau6MQzr0QSAyFDHvslGDvwfe1tXADyjBHu9IiBGhzpze96jCbkRGuTYIzx6jePm+DuvQEmF4ca2dQkJDMhytvTVsl85dvI0N3e0iGiGUVEIDwmkepTT+x/544Y8o6CqKo99tpwjJzJ48eY2WVOKnvDKHidnhv9iykEFoFaVMBpVj+SV6anscp0FnWvkICeeZUXHCuHcxJu4yBCubFmLzxencfzUaT5ZsI3G8ZG0rx937sKGYZQb6saGExUaxN6jJxk/e0uueT5fnMbUVbv4S89m2SLC/rg2HRG4sKm5v/Z3zCCxAhAUGMCoOzpw4+u/8LsPFvHRfV2yhu9mpe7hRMZpTp5WTrmhjz3hj0+e1qz9krAe7p9cj/8t/ZU3ZqSyaOsBHrumxVnhng3DKN/UjQvn8PEMkhPjGD1zA7d3qU+01yqlXw/8xhNTVtIxMY57ujfKVvandbtpnRBLVddlu+G/mHJQQWhWM5rn+7bmgQ8X88xXq3js2vOIDAlk0sLtTFp4tntjcCz+QwIDCA4U9rvKQYtiRDDr1rgaCXHhjJiRSlCA0LudTSkYRkUjIS6C6at389/+bbnx9V9455fN/P6ypoAznfDIp8s4nam80K9NtmXQB46dZMm2A/z+0qa+Et0oBKYcVCCua12HJVsP8NasTbStH8usRy7l0PFTBAcGEBwYkE0ZCAyQrF79tFW7uO/dFIZe3JjhV7c4x1nyJiBA6J9cjxenrePS82oQHx167kKGYZQr6saGcyIjkzqxYVx+Xk3e/Hkjd3ZLJCY8mPfnbeXn9Xv4540taVAtu13Bz+v3kKlwcXObUigPmM1BBWP41S3o3LAqj362nB0Hj9OgWiR1YsOJjw4lJjyY8JBAggIDshSD9MMnGP7pMpJqV+HPucRdKCw3d6xHg2oRWTEaDMOoWCTEOSsW0vb/xp+uaMqh4xk89tlyPpq/lccnr+DCptW5rXP9s8r9uDad2Ihg2hTQ7bLhW0w5qGAEBQbw2q3tiQ0PYej7CzmYjy2BqjL802UcPpHBywPaElICXgZrVgnjp4d70LlRtWLXZRiG/1HXVQ627/+N8+vEMOiChny1fAePfrYcVdi89ygvTVvH7NQ9WfFUMjOVn9alc2HT+Hw9rhr+g00rVEDio0N54/b29B89hwc/WczbAzvm6ijoo/nbmL5mN49fl5TNotgwDCMvPL4O0g78BsDj1ycRFRrIqz+kUiM6lKqRobw2I5VXf0glJDCAtvVjaV4zmj1HTnBxM5tSKC+YclBBaV8/jsevP59/fLGCV6avPytU86Y9R3n6y1V0b1Kdu7ol+kZIwzDKHdFhwcSEB7N9/zEA1u06zKifNnLl+TUZdXsHRITDx0+Rsnk/czfuZe7GvXwwbwshgQFc1MxCKpcXTDmowNzeuT6Lt+7nlenraVMvhktb1AQg43Qmf/pkCSFBAbzQr425HzYMo1AkxIWTtv83Tp3O5M8TlhAdFsQzvVtl2TJFhwXTo0UNergu0w8fP8XBYoZpNsqWAk0yi8hmEVkuIktEJMUr/fciskZEVorI825asIiMd/OvFpFHC1BPVRGZJiLr3b9xbrqIyKsikioiy0SkvVeZgW7+9SIysCRuRkVDRHi2dyuSalfhwY+XsGWvEyzltRmpLNl2gGd6t6RWjDVWwzAKR93YcNIO/MZrP6SyIu0Qz/RumRXgLTeiw4KzxWUw/J/CWKD1UNW2qpoMICI9gF5AG1U9H3jBzdcPCFXVVkAHYIiIJOZVj8twYLqqNgWmu/sAVwNN3d9gYKR77qrAE0BnoBPwhEehMLITFhzI6Ducob4h7y1kzoa9jPghld7t6nJd6zq+Fs8wjHJI3bhwNu05ymsznHfJVS1r+1oko4Qpjnn6/cBzqnoCQFV3u+kKRIpIEBAOnAQOnaOuXsB4d3s8cKNX+rvqMBeIFZHawJXANFXdp6r7gWnAVcW4lgpNvaoRvDKgLWt3Hea2t+ZSq0oY/9frfF+LZfiIxMREWrVqRdu2bUlOPqOjjxgxghYtWgCc7zUSGCIi49wRv6UicombHiEiX3mNHD7nqUdEQkXkE3fEb55350BEHnXT14rIlV7pV7lpqSLi6RwYfkpCXASnTivxUaE8eb29SyoiBVUOFJgqIgtFZLCb1gy40G38P4lIRzd9EnAU2AFsBV5Q1X351ANQU1V3uNs7gZrudl3AOw7wdjctr/RsiMhgEUkRkZT09PQCXmrF5JLmNfhLz+YEBggv9GtDFS93p0blY8aMGSxZsoSUlJSs/cmTJ7N06VKAlZwZCbwPwB0JvAJ4UUQ8740XVLUF0A64QESudtPvAfarahPgJeDfACKSBAwAzsdR5t8QkUARCQRexxkpTAJucfMafsp5taIJEPh339bERNi7pCJSUIPE7qqaJiI1gGkissYtWxXoAnQEJohII5xh/tNAHSAO+FlEvlfVjbnVo6ozvU+kqioiWhIXp6pjgDEAycnJJVJneWZYjybc1S2RyFCzQzWyM3LkSIYPH05oqDNv7DUSmAT84EkTkQNAsqrOB2a46SdFZBHg8ZfdC3jS3Z4EvCaOpVov4GN3tHGTiKTivC8AUt13BCLysZt3VWldr1E8ujauxuLHexITbopBRaVAIweqmub+3Q18jtOgtwOfuUP+84FMoDpwK/Ctqp5y8/8CJOdTD8Aud7oA96/nxZQG1PMSJcFNyyvdOAemGBgiQs+ePenQoQNjxowBYN26dfz888907twZoLnXSOBS4AYRCRKRhjh2RPVy1BcLXI9jLwReI3uqmgEcBKphI4EVBhExxaCCc07lQEQiRSTasw30BFYAXwA93PRmQAiwB2cq4VKv/F2ANfnUAzAF8Kw4GAhM9kq/01210AU46E4/fAf0FJE41xCxp5tmGMY5mDVrFosWLeKbb77h9ddfZ+bMmWRkZLBv3z7mzp0Lzod6gtvbH4vzsU4BXgZm44wMAuDaFn0EvOrp+ZcWqjpGVZNVNTk+3pzpGEZpUpBuZE3gc3f9ahDwoap+KyIhwFgRWYFjdDjQnRJ4HRgnIisBAcap6jJ3yuGsetxzPIfzMroH2ALc7KZ/DVwDpALHgLsBVHWfiDwNLHDzPeVl12AYRj7Uret0ymvUqEHv3r2ZP38+CQkJ3HTTTZ516seAUKC6qqYDf/KUFZHZwDqv6sYA61X1Za80z8jedld5iAH2kv+In40EGoYfcU7lwO0NtMkl/SRwey7pR3CWMxaoHvfYXuCyXNIVGJZHmbE4vRrDMArI0aNHyczMJDo6mqNHjzJ16lQef/xxoqKimDFjBj169ABHMQgB9ohIBCCqelRErgAyVHUVgIj8E+fDf2+O03hGAucAfYEf3I7DFOBDEfkvjk1SU2A+TieiqTttkYZjtHhr6d4JwzDywyagDaMSsWvXLnr37g1ARkYGt956K1dddRUnT55k0KBBtGzZEqARcL37Qa8BfCcimTgf7jsARCQB+BuwBljkjji8pqpvAW8D77kGh/twPvao6koRmYBjaJgBDFPV0259D+BMDQYCY1V1ZVncD8MwckecznnFJzk5WT3LtgzDyBsRWZjDSZnfYe3ZMApGUduzhWw2DMMwDCMblWbkQETScYwdi0J1nJUY/orJVzxMvuw0UFW/Xg5QzPZcXPz5efFn2cC/5auoshWpPVca5aA4iEiKPw+zmnzFw+QzCoM//z/8WTbwb/lMtuzYtIJhGIZhGNkw5cAwDMMwjGyYclAwxvhagHNg8hUPk88oDP78//Bn2cC/5TPZvDCbA8MwDMMwsmEjB4ZhGIZhZMOUA8MwDMMwsqOqFeYHNAeWeP0OAQ8CVYFpwHr3b5ybvwWO//cTwF9y1LUZWO7Wk+KVnlddAryKEyRqGdDeq8xAN/9mnLXZxZIvr+t0jz2J4+bWc+war3KPuvKtBa70Sr/KTUsFXijkPbzNvd7lOBH72uRR73Cv9IbAPDf9EyDETQ9191Pd44k5ZN8CHAc2FEc2nCA/M3Dc+K4E/uh1Hn+6f5sp+WdwPU6QNJ+31/L0TsirnmI+Mxvd8/xaAs9KZWtrW7zum7+1s83u/9Xzri/qvSvN93zWM5Jn2/F14y3Fl0IgsBNoADzvuRnAcODf7nYNoCPwDLkrB9VzqTevuq4BvnEfnC7APK8HbKP7N87djiuufLldp9dDc1ZeIAlYivNSaIjT6APd3wYcf/ohbp6kQtzDbl4P+dVe151fvROAAe72KOB+d/t3wCh3ewDwST6yBxdDttq4DRqIxokymORP968snkFft9Hy9k4o5TbXshjPc6VuawX8v/qqnVUrjmyl/Mwl5dtefN1gS/FF0BP4xd1eC9T2eljX5sh71o3O54HJtS5gNHBLznzALcBor/TRblqx5MvtOs/x0DwKPOq1/x3Q1f19l1u+wsjopscBae52rvW6DWoPEJQzn0cmdzvIzSd5yP7HosqWy7HJwBX+dP/K4hn0dRst65+ft7m3ra0Vra35eTt7tiTuXSk9c4/mLO/9q8g2BwOAj9ztmqq6w93eCdQsQHkFporIQhEZ7JWeV111gW1e+ba7aXmlF1c+D971eHhARJaJyFgRiSuifDnrLoiM9+Bo1PmdrxpwQFUzcjlfVhn3+EE3f2519SqGbFmISCLQDmdo1YM/3D8o/WewsuHPba5rIWWztlb0d2lZtrPLiymbh9J8z+dKhVQORCQEuAGYmPOYOmqTFqCa7qraHmeYZ5iIXFSMunISWALy5XWdI4HGQFtgB/BiEeQr9D0UkR44D/YjRTlfIQkAkosrm4hEAZ/izOMdcpP96f6V5jNYqSihd0JptblAnCFga2tFk89f21kgcH4xZSvV93x+VEjlAOefvEhVd7n7u0SkNoD7d/e5KlDVNPfvbuBzoNM56krDMb7xkOCm5ZYeX1z58rhOVHWXqp5W1UzgTS+5CyNfWi515ymjiLQG3gJ6qerec5xvLxArIkE50rOVcY/HuPlz1tUGWF0M2RCRYJyX1Qeq+pkf3r/SfgbTqFwU+52QRz0l8cxcCmy3tlakthaF/7azLsCG4sjmUprv+TypqMrBLWQfgpmCY0WK+3dyfoVFJFJEoj3bOPM9K85R1xTgTnHoAhx0h5C+A3qKSJw79NMTxyikyPLlc52eh85D7xxyDxCRUBFpCDQF5gMLgKYi0tDVUAe4eQt0D0WkPvAZcIeqrvPKn2u9rsY8A+iby/V6n6Mv8IObP6fszXDm84okm4gIzhzvalX9rz/evzJ4Br+jclGsd0I+9ZTEM3M98M65ZLO2lut1Vsd/21l3sns2LOz/1UNpvufzJj+DhPL4AyJxNOAYr7RqwHScJSTfA1Xd9Fo4cy+HgAPudhWcj/dS97cS+FsB6hLgdRyL0OVAsleZQTjLR1KBIcWVL6/rdNPfc8+/zP3n1/Y69jdXvrXA1V7p1+BYEW9w8xTmHr4F7OfMkpqUvOr1Sm/kPrCpOENloW56mLuf6h5vlIvs69z7UWTZcBqtuvco21Igf7l/lO4zeLev22l5eyeUYpvbCBwrzrNSidvak4X4v5Z1O9sAHCmB/2upvefP1W7MfbJhGIZhGNmoqNMKhmEYhmEUEVMODMMwDMPIhikHhmEYhmFkw5QDwzAMwzCyYcqBYRiGYRjZMOXAMAzDMIxsmHJglBgi8qOIHBeRI+5vrdex34vIJhE5JCIpItLd61ioiIwSkV0isk9E/icidQtSr2EYpY+IJIrI1yKyX0R2ishrXp4XPXnuFBEVkXu90h4WkRUictht/w+XvfRGUTDlwChpHlDVKPfXHEBEOgPP4Xhii8HxmPa5iAS6Zf6IE3imNVAHxyHIiHPVaxhGmfEGjrvf2jj+/C/GCfsMgOsR8DEcR0LeCHAnTrTBq3CCBQ0oC4GN4mHKgVEWJAIrVXWhOl633sVxe1rDPd4QJ5zoLlU9DnyCE7DEMAz/oCEwQVWPq+pO4Fuyt9F/Aa/ihH7OQlWfV9VFqpqhqmtxXAZfUFZCG0XHlAOjpPmXiOwRkV9E5BI37RsgUEQ6u6MFg3DchO50j78NXCAidUQkAriNs8OW5lavYRhlw8s4Pvsj3Cm/q3EUBESkE07kxlH5VeDGWbiQs0cXDD/ElAMXEXlSRNJEZIn7uyaPfJtFZLmbJ8Ur/T8iskac+Nqfi0ismx4sIuPdMqtF5NECyBIiImNEZJ1bZ5+Su9JS5REcX+V1cQKO/E9EGgOHcaKyzQJOAE8Ag/WM7+71OLHG03B8uZ8HPFWAeg0jVwrant28gSKyWES+9Ep7QERS3Tn06rmU6SgiGSLSN+exXPLGisgkty2vFpGuRb8ynzETZ6TgEE68iRTgC1fZfwNn2i/zHHU8ifPNGVeKcholRKVUDkTkEhF5J5dDL6lqW/f3dT5V9HDzJHulTQNaqmprnOAWHiWgH06wk1ZAB2CIiCSeQ8S/AbtVtRmQBPx0zovyA1R1nqoeVtUTqjoe+AUn2Mc9wN04L5cQ4HbgSxGp4xZ9HQjFCUwSiROh7JsC1GsYJdGe/wiszpH2C3A5sCWX8wUC/wamFlDEV4BvVbUFbgjkApbzC0QkAGeU4DOc9lkdx4bg3zh2B8tUde456ngAx/bgWlU9UboSGyVBpVQOSgNVnaqqGe7uXJx42eBEJIt0LXvDgZM42jcicruIzHd7NqO9DPQG4czhoaqZqpptHq8coTgGSW2BL1V1nXs93wI7gG5uvrbAO6q6z31xjAA65dZjy1GvYRQLEUkArsWJjJeFqi5W1c15FPs9zkjY7hx1PSwiC9zRw/9z02KAi3CmzlDVk6p6oGSvotSpCtQHXnMV9L04vf9rgMuA3u4Khp04bfpFEXnNU1hEBgHDgctUdXvZi28UBVMOsvOA27DHuta3uaHAVBFZKCKD88gziDM930nAUZyP4VbgBVXdJyLnAf2BC1S1LXAauM0zHQE8LSKLRGSiiNQsiYsrTdyh0ytFJExEgkTkNpyX4rc4scSvFZFG4nAFTpx4TwzyBTjx0WNEJBinN/Krqu45R72GkR8Fac8vA38FzjUkDoA7394bGJkjvSfQFOiEo+x2EJGLcAz50oFx7tTFWyISWbTL8Q1u52QTcL/bBmOBgTjhgu/CmQZs6/5SgP/DGf3Eba/PAleo6sayl94oKpVKORCReSKyBKeXcIPXfOSVOI29Mc4DvgN4MY9quqtqexyDnGHuC8D7HH8DMoAP3KROOB/+OjgviodEpBGOxt0BWODKdBnOvHoQzqjDbPc8c4AXSuQGlC7BwD9xXoR7cHpXN6rqOpzVCR8DP+KMmrwKDFHVNW7ZvwDHcWwP0nF6JL0LUK9RiSluexaR63Cm7xYW4rQvA4/kMr/e0/0tBhYBLXCUhSCgPTBSVdvhdBSGF+J8/sJNOEsR04FU4BTwJ1U9oKo7PT/ckVFVPeiW+yfOdOECOeOnJF/DRcM/kDM2YZUHcazd71LVu/I4nogzDN7yHPU8CRxR1Rfc/buAITjDZ8fctNeBuar6nrs/FqfXWxOoo6qP5qhTgCNAtKpmikg9nPlKW9pnGLlQ1PYsIv8C7sBR5sOAKsBnqnq7V57NQLJnak9ENnFmSqs6cAwYjGOFv05VR+c4Ry2c9p/o7l8IDFfVa4t6vYZRFlSqkYP8EJHaXru9OTPk7Z0nUkSiPds4PYUV7v5VOMOTN3gUA5etwKVeZboAa4DpQF8RqeEeqyoiDVwL/v8Bl7jlLwNWldBlGkaloCDtWVUfVdUE98M9APjBWzHIDVVtqKqJbplJwO9U9QvgO2CQiES5568rIjXc3vQ2EfE47rL2bJQLgs6dpdLwvIi0xbEp2IwzAoBrUf+Wql6D09v/3OncEwR86BrXAbyGY3E/zT0+V1WH4ljijxORlTg9jnGqusyt++849gsBOMN0w3Csox8B3hORl3GG8e4u5Ws3jIpGQdpznojIH3CU/VrAMhH5WlXvzSu/qk517YjmuO3/CM6qnN04U2EfiEgIsBFrz0Y5oFJOKxiGYRiGkTd+M60geTgKESdgzxoRWSkiz3vlf1QcJyVrXQMkwzAMwzBKAH+aVvA4CunrDr9FiEgPoBfQRlVPeM3PJ+HMEZ6PswrgexFppqqn86q8evXqmpiYWOoXYRjlnYULF+5R1fiilneNaN/FmYZTYIyqvuIa8N6HM1UG8JjHOZE4nkPvwVnZ8wdV/S6/c1h7NoyCUdT27BfKgZxxFHIXOI5CgJMicj/wnMejlqp6nI70Aj520zeJSCrOksE5eZ0jMTGRlJSUvA4bhuEiImd5BSwkGcBDqrrINeBdKCLT3GMveVb3eJ2v0Mq+tWfDKBhFbc/+Mq2Ql6OQZsCF7nrmn0Sko5u/Lo4vfg/b3bRsiMhgEUkRkZT09PSchw3DKAVUdYeqLnK3D+O4Cz6rfXqRpeyr6iacdfSdSl9SwzDywl+Ug7wchQThuO7sAjwMTHD9ABQIVR2jqsmqmhwfX+RRUsMwiojrY6AdMM9Nys1roSn7huFn+ItysB3YrqqeF8gkHGVhO45TElXV+TguTqvjRO+r51U+wU0zDMNPcNf8fwo8qKqHKLgX0lwxZd8wyg6/UA7ycRTyBdADQESa4UT02wNMwYktHioiDXHclM4vc8ENw8gVcWJkfAp8oKqfAajqLlU97boefpMzUwem7BuGn+EXBokuuTkKOQqMFZEVOD67B7oeBFeKyAQcBSIDGJaf8ZJhGGWHO/X3NrBaVf/rlV5bVXe4u95eC6cAH4rIf3EMEk3ZNwwf4zfKgaouAZJzOZSrO1NVfQZ4plSFMgyjKFyAE7NguRsYCeAx4JbcvBaqqin7huFn+I1yUB5QVU5nKqdVUYVMVTIVTmcqmZmatYHrpAsAACAASURBVK+edM2enunuO+nOvrr5TmdqVjknv5PntLut3vuZOfKpcjqrPi+ZcuTN81wembzzZeYmE155z9yDM+ci27V60jWPa/LcqzPn8r4mci1/OtO7rpzXlL28cTabnyv9eD+qOoszwYm8+TqfMiWq7P+4djcTUrbxzI2tiIsMKalqDaPSYMqBy+7Dx+n0zHRfi2EYRgkwZ+Nevl6+k/W7jvDePZ2pFRPma5EMo1xhyoFLVGjBbkWAQGCAECCeHwSIIG56YIAgXukBIm7+7Pmyygd40oVA95h3+TN5vfIFeOdzjgWKEBCQPV+usgZ4ZMqRL6u8l+wBjkwBOWU661zutUsusufIl9s1ee6Dd7q453Guk7OuIdDdlwBvmbLnK8Sq1wrPv75ZzbhfNvtajDIlQGDHweP0GTmb9+7pRKP4KF+LZBjlBlMOXCJCgtj47DU89eUq3pm9mZva1+XffVoTHOgXCzoMo1gEiDgz/ZWIkKAAPrqvCwPHzaffqDmMH9SJlnVjfC2WYZQL7MvnRUCA8MT1STx0RTM+W5TG0PcWcvyU2UUZ5R/BsceobLRKiGHi0K6EBgVwy5i5zNu419ciGUa5wJSDHIgIv7+sKU/f2JIf1u7mjrfncfC3U74WyzCKRSUcOMiicXwUk+7vRo0qodw5dj7fr9rla5EMw+8x5SAP7ujSgBG3tGPJtgP0Hz2H3YeP+1okwygyASKVcuTAQ53YcCYO7UbzWtEMeX8hny7c7muRDMOvMeUgH65rXYexd3Vk675j9B05hy17j/paJMMoEgJUKt0gl2utGhnCh/d1oXPDqjw0cSlvz9pU9nIZRjnBlINzcGHTeD68rwuHjp+iz8g5rPr1kK9FMoxC41m5oZVKQzibqNAgxt7VkSvPr8nTX67ixalrK/09MYzcMOWgALStF8ukoV0JDhT6j5nD/E37fC2SYRQKz6pO+w5CWHAgr9/anv7J9RjxQyr/mLyC0+Y1yzCyYcpBAWlSI5pJ93cjPjqUO96ex/TVZtRklB/EdVhYmT6BkquTRoegwACe69OKIRc14v25W/njx4s5mZFZhtIZhn9jykEhqBsbzsQhXWleK5rB75lRk1F+CHC/k5XZKDEnIsKj15zH8Ktb8OWyHdz7bgrHTmb4WizD8AtMOSgk1aJC+fC+LnRp5Bg1vfXzRl+LZBjnxKYV8mboxY157qZWzFqfzu1vzePAsZO+FskwfI4pB0XAY9R0Tata/POr1Tz/7RozajL8miyDxEoysVDYqxzQqT6v39qeFWmH6D96LrsO2dJlo3JjykERCQ0KZMQt7bm1c33e+HEDj32+3IyaDL/FRg7OzdWtajP2ro5s23+MvqNms3mPLV02Ki+mHBSDwADhmRtb8vtLm/DR/G088OEiTmSYu2XD/8gySDTlIF+6N63Oh/d14cjxDPqOsqXLRuXFlINiIiI81LM5j1+XxDcrdnL3uAUcOWFGTYZ/4TFIrCzTCnBmtKSwtK0Xy8ShXQkKcJYuL9hsS5eNyocpByXEoO4Neal/G+Zt2sctY+ay98gJX4tkGFlI1moF38pRXnCWLnclPspZujxjzW5fi2QYZYopByVI73YJvHlnB9bvPky/UXNIO/Cbr0UyDMAN2Yx5SCwMCXERTBzalSY1orjv3RS+WJzma5EMo8ww5aCEubRFTd6/pzN7jpygzxuzWb/rsK9FMowsKsvIQUkpQdWiQvnovi4kJ8bx4CdLGD97c4nUaxj+jikHpUByYlU+GdKVTFX6jZ7D4q37fS2SUcmRrOUKvpWjPBIdFsw7d3fiiqSaPDFlJS9/v85GYIwKj98oByISKyKTRGSNiKwWka5exx4SERWR6u6+iMirIpIqIstEpL3vJM+d82pXYdLQbsSEB3PbW/OYuS7d1yIZlZjKaJBYkoQFBzLytvb07ZDAy9+v58kpK8msLMMwRqXEb5QD4BXgW1VtAbQBVgOISD2gJ7DVK+/VQFP3NxgYWbaiFoz61Zw5ywbVIrln/AL+t/RXX4tkVFI8hvuV6XtWxMUKeRIUGMDzfVpzb/eGjJ+zhT9NWMKp0xaPwaiY+IVyICIxwEXA2wCqelJVD7iHXwL+SvYB0V7Au+owF4gVkdplKXNBqREdxidDutCufhx/+Hgx783Z7GuRjEqIhWwuGQIChL9dex4PX9mcyUt+ZfC7Kfx20nybGBUPv1AOgIZAOjBORBaLyFsiEikivYA0VV2aI39dYJvX/nY3zS+pEhbMu4M6cVmLmvxj8kpe+X69vaSNMiXAljKWGCLCsB5NeLZ3K35cl86dY+dx8LdTvhbLMEoUf1EOgoD2wEhVbQccBZ4EHgMeL2qlIjJYRFJEJCU93bdz/mHBgYy6vT192ifw0vfrbM7SKFsqW2yFMrjMWzvX57Vb2rNk2wH6j57D7sMWj8GoOPiLcrAd2K6q89z9STjKQkNgqYhsBhKARSJSC0gD6nmVT3DTsqGqY1Q1WVWT4+PjS1P+AhEUGMB/+rbmvgudOcsHP1liMeSNMsEzclBJdIMy49rWtXl7YEe27D1Gv1Fz2LbvmK9FMowSwS+UA1XdCWwTkeZu0mXAIlWtoaqJqpqIo0C0d/NOAe50Vy10AQ6q6g6fCF9InDnLJIZf3YIpS3/lPoshb5QBntgKNlhV8lzULJ4P7uvMgWOn6DNyNmt2WjwGo/zjF8qBy++BD0RkGdAWeDafvF8DG4FU4E3gd6UvXsky9OLG/LtPK362GPJGGSC2lLFUaV8/jolDuyICN4+aw8ItFo/BKN/4jXKgqkvcKYDWqnqjqu7PcTxRVfe426qqw1S1saq2UtUU30hdPPp3rM8bt3VgRdohbh49h50Hbc7SKB0qo0GiFDXyUhFpVjOaSUO7UTUyhNvemsePay0eg1F+8RvloLJyVctavDOoI78eOE6fkbPZZDHkjVLgTMjm0tcORKSeiMwQkVUislJE/uimVxWRaSKy3v0b56b7vVOzglKvagQTh3ajUfUo7h2fwhTzbWKUU0w58AO6Na7Ox4O7cPzUafqOnM2KtIO+FsmoYGRNK5TNyEEG8JCqJgFdgGEikgQMB6aralNgursPpeDUzJcDJPHRoXw8pAvt68fxx48X897cLT6UxjCKhikHfkLLujFMHNqVsOBABoyZy5wNe30tklGBOOMEqfTPpao7VHWRu30Yx9tpXRznZePdbOOBG93tcuPUrKBUCQvm3Xs6cWnzGvzjixW8Ot18mxjlC1MO/IhG8VF8en83aseEMXDcfL5budPXIhkVhDMrGcv2AyUiiUA7YB5Q02tV0U6gprtdrpyaFZSw4EBG3dGB3u3q8t9p63jqy1Xm28QoN5hy4GfUiglj4tCunF+nCve/v5AJC7adu5BhnIMAt6WXZedVRKKAT4EHVTXb+j51utGFksafnJoVlODAAF7s14a7L0hk3C+b+cvEpRaPwSgXmHLgh8RGhPDBvZ25sGk8f/10GaN+2uBrkYxyzhk/B2WjHYhIMI5i8IGqfuYm7/JMF7h/Peb8peLUrGzXKuRNQIDw+HVJ/PmKZny2OI3731/I8VMWj8Hwb0w58FMiQoJ4885kbmhTh+e+WcOzX6+2OUujyJzxc1AW5xLBCaK2WlX/63VoCjDQ3R4ITPZKL5dOzQqKiPCHy5rydK/zmb5mN3e+PZ9Dxy0eg+G/BPlaACNvQoICeLl/W+IighkzcyP7jp7kuZtaERRoOp1ROMo4KuMFwB3AchFZ4qY9BjwHTBCRe4AtwM3usa+Ba3Ccmh0D7i6uAP6qR9/RNZEq4cE8NGEpA0bPZfygTsRHh/paLMM4C1MO/JyAAOHJG84nLjKEl79fz4Fjp3jt1naEBQf6WjSjHJFlkFg2qxVmkfeo/mW55FdgWKkK5Uf0aluXmPBghr6/kH6jZvPePZ2pVzXC12IZRjasC1oOEBEevLyZOyS5izvH2pCkUTgCsqIyGv7AJc1r8MG9ndl39CR9R81m3a7DvhbJMLJhykE54o6uibwyoB2Lt+5nwOi5pB8+4WuRjHKCZLlPNvXAX+jQoCqfDOlKpsLNo+eweOv+cxcyjDLClINyxg1t6vDWwI5s2nOUfqNmW4hYo0CU5bSC3+AvyxXy4bzaVfh0aDeqhAVz21vz+Hl9+ViiaVR8TDkoh1zsCRH7m4WINQqGxyDRRg78j/rVIpg0tCv1q0Yw6J0FfLWsQi3UMMopphyUU9rXj2PikK4EiHDzqDmkbLYQsUbelHFsBZ9T3kJT16gSxidDutImIZYHPlrEh/O2+loko5JjykE5pmnNaCbd35XqUaHc/vY8ZqyxELFG7gSUcfhio/DEhAfz3j2duaRZPI99vpzXZ6SabxPDZ5hyUM5JiItg4tCuNK0RzX3vpvDF4rMcyxlG1vS7TSv4N+EhgYy5M5lebevwn+/WmvMzw2eYclABqBYVyof3daZTw6o8+MkSxv2yydciGX5GZZtWKM8EBwbw0s1tGdi1AW/+vImHJy0jw+IxGGWMKQcVhOiwYMbe1ZGrzq/F//1vFS9OXWs9DiOLADNILFd4nJ89eHlTJi3czv0fLLJ4DEaZYspBBSIsOJDXb2vPgI71GPFDKn/7YgWnLUSsAVnzCpXpaSjvVhYe52dPXp/EtFW7uGvcfA6b8zOjjDDloIIRGCD866ZW/O6Sxnw4byt/+GgxJzKsx1HZyfKQWEm0g4p0nXdd0JCX+7clZfN+bn1zHnuPmPMzo/Qx5aACIiL89aoW/P3a8/hq+Q7ueSeFIycyfC2W4UPOOEGqQF/NSsSN7eoy5s4OrNt1mH6j5pB24Ddfi2RUcEw5qMDce2EjXuzXhjkb93Lbm3PZd/Skr0UyfERZhmw2SodLW9Tk/Xs7k37kBH1HziZ1t8VjMEoPv1EORCRWRCaJyBoRWS0iXUXkP+7+MhH5XERivfI/KiKpIrJWRK70pez+TJ8OCYy+vQNrdh6m36jZ1uOopGQZJJoNSrmmY2JVPhnclVOnlX6j5rB02wFfi2RUUPxGOQBeAb5V1RZAG2A1MA1oqaqtgXXAowAikgQMAM4HrgLeEBGLYZwHlyfV5L17OrP7kPU4KitZ0wo+lcIoCZLqVGHS0K5EhgZx65tz+SV1j69FMiogfqEciEgMcBHwNoCqnlTVA6o6VVU9k+VzgQR3uxfwsaqeUNVNQCrQqazlLk90auhEgPP0OJZYj6NyUQn9HEgF9gqZWD2ST+/vRkJcBHePW8C3Kyweg1Gy+IVyADQE0oFxIrJYRN4SkcgceQYB37jbdYFtXse2u2lGPiTVqcKn93clKszpccxabz2OysKZ1QqVSDuo4NSsEsYnQ7rQsm4VfvfBIj6eb/EYjJLDX5SDIKA9MFJV2wFHgeGegyLyNyAD+KAwlYrIYBFJEZGU9HQLhQrQoFoknw7tRv2qEdz9znyLAFdJsGmFiklsRAjv39uZ7k3jGf7Zckb9tMHXIhkVBH9RDrYD21V1nrs/CUdZQETuAq4DbtMz3Z40oJ5X+QQ3LRuqOkZVk1U1OT4+vrRkL3d4IsC1redEgHt/7hZfi2SUMgEBlcvPQWUiIiSIt+5M5rrWtXnumzX8y+IxGCWAXygHqroT2CYizd2ky4BVInIV8FfgBlU95lVkCjBAREJFpCHQFJhfpkKXc2LCg3l3UGd6NK/B379YwYjp6+2FUoGxwEsVm5CgAF4Z0I7bOtdn9MyNDP90ucVjMIpFkK8F8OL3wAciEgJsBO4GFgChwDTXuGiuqg5V1ZUiMgFYhTPdMExVzQ1gIQkPCWT0HR14ZNIyXpy2jn3HTvKPa5OyeplGxcH8HFR8AgOEf97YkqqRIYz4IZWDv53i5QFtCQu2hVxG4fEb5UBVlwDJOZKb5JP/GeCZUhWqEhAcGMAL/doQFxnC27M2ceDYKZ7v25rgQL8YVDJKCKmEgZcq8GKFPBERHurZnNiIEJ7+chWD3lnAmDuTiQr1m1e9UU6wL4BBQIDw92vP4+Erm/P54jQGv5vCbydtIKYikfWdrCS6QWWfIrune0Ne7NeGeZv2cat5RzWKgCkHBuD0OIb1aMKzvVvx07p0bn97HgePWQS4ikLWUsbKoh0Y9OmQwCgv76i/mndUoxCYcmBk49bO9Xn91vYs336Qm0fPYdeh474WySgBPEPsmWajVqm4Iqkm7w7qlOUddUP6EV+LZJQTTDkwzuLqVrUZd3dHtu8/Rp+Rs9m856ivRTKKieAZOTAqG10aVeOjwV04kZFJv1FzWL79oK9FMsoBphwYuXJBk+p8NLgLx06epu+o2axIsxdKeSZr5KCSz8VXVlrWjWHi0K6EBwdyy5tzmbNhr69FMvwcUw6MPGmdEMuEIV0JCQzgljFzmbvRXijlFamEsRWM7DSKj2LS/V2pHRPGwHHz+W7lTl+LZPgxphwY+dKkRhST7u9GzZgw7hw7n2mrdvlaJKMIBEjlcqCseK3QMLKoHRPOhCFdSapdhfvfX8jElG3nLmRUSkw5MM5JndhwJg7pynm1qzDUXijlkjPTCr6Vw/A9cZEhfHBvZy5oUp2HJy3jrZ83+lokww8x5cAoEHGRIXx4b2e6Na7Gw5OWMWamBXgpT2QZJJaBciAiY0Vkt4is8Ep7UkTSRGSJ+7vG69ijIpIqImtF5MrSl9CIDA3irYHJXNuqNv/8ajXPf7um0vuGMLJjyoFRYLJeKK1r8+zXa/jXNxbgpbwQULYGie8AV+WS/pKqtnV/XwOISBIwADjfLfOGiJi/3zIgNCiQV29pxy2d6vPGjxt47PMVnLahJcPFfGoahSI0KJBXB7QjLiKY0T9t5MDRUzzTuyVB5m7ZrynL2AqqOlNEEguYvRfwsaqeADaJSCrQCZhTSuIZXgQGCM/2bklcRDBv/LiBQ7+d4r/92xAaZPpZZceUA6PQBAYIT/dqSdXIUF6dvp79x07y6i3tLMCLX+OZVvBpz/ABEbkTSAEeUtX9QF1grlee7W7aWYjIYGAwQP369UtZ1MqDiPDXq1oQFxHCM1+v5tDxU4y6vQORFo+hUmPdPaNIiAh/vqIZT16fxNRVu7hr3HwOHzd3y/5KgO+XMo4EGgNtgR3Ai4WtQFXHqGqyqibHx8efI++ZYFNGwbjvokY837c1v6Tu4ba35rHf4jFUakw5MIrFXRc05JUBbUnZvJ9b3pzLniMnfC2SkQvi49gKqrpLVU+raibwJs7UAUAaUM8ra4KbZviAm5PrMfL2DqzacYibR89h50Fzn15ZMeXAKDa92tblzYHJpO4+Qr9Rc9i275ivRTJyEODj2AoiUttrtzfgWckwBRggIqEi0hBoCswva/mMM1x5fi3eubsjOw4ep8/I2Wwy9+mVElMOjBKhR/MafHBvZ/YeOUHfUbNZu/Owr0UyvCjL2Aoi8hGOQWFzEdkuIvcAz4vIchFZBvQA/gSgqiuBCcAq4FtgmKpavHAf061xdT66rwu/nTpNP3OfXikx5cAoMTo0qMrEod1QhZtHz2Hhlv2+FslwOeM+ufTVA1W9RVVrq2qwqiao6tuqeoeqtlLV1qp6g6ru8Mr/jKo2VtXmqvpNqQtoFIhWCU48Bo/79HnmPr1SYcqBUaI0rxXNp/d3Iy4imNvfmsePa3f7WiQDi61gFI3G8Y779BpVQrlz7Hy+N/fplQZTDowSp17VCCYO7Uaj+EjuHZ/C5CVmX+ZrfG2Q6AtsrULJUCc2nIlDu9G8VjRD3l/IZ4u2+1okowww5cAoFeKjQ/locBc6NIjjwU+WMH72Zl+LVKnxg6WMZUplUoLKgqqRIXx4Xxc6N6zKnycsZeysTb4WyShlTDn4f/buOzyqamvg8G+lkNBrCL33GiCUABakCFjQCyg2QEWKqFe9VwUL2Ov1s1y9gCAKFkSwSxFELEgoCb0TmoDSe2/7++PsyBASCElmzpnJep9nnszsOTOzcpI5s2afvfdSflMoOpIxdzWjfe1Yhn67nP+bvsbtRXhyrdQBibo6rsqqAlERjO7dlKvrxvLs9yt4fdpqfT+HME0OlF9FR4bzv9sac1N8Od6esZYh3yzX9dtdcHb5ZN33KuuiI8N599bG3Bxfnv/+lMJT32g9hlDlmfUxRaQIMAqohzPj6i5gNTAeqARsBG4yxuwV5wTqW0Bn4AjQ2xizwIWwVSZEhIfxStcGFM2fhxG/rGfvkRP8301x5InQ3DRQtGSzyikR4WG83LU+RfJFMuLX9ew7clLfzyHIS3/Nt4CpxphaQENgJTAImGGMqQ7MsLcBOuEsllIdZ631YYEPV10KEWFwp9oM7lSL75f8xd1j5nP4+Cm3w8o1Uk8r5JpBB8qvRITBnWszyL6f+4xN4sgJfT+HEk/0HIhIYeByoDeAMeYEcEJEugBX2s3GAD8Dj+FUchtrnBNec0SkiIiU9p07rbyp3xVVKZo/D4O+WMJto+byQe+mFM2fx+2wQl4gqzJ6QdLGvew+fIJKgya5HUqu8OuandQZ8gNv39KI6xuWcTsclQO80nNQGdgJfCAiC0VklIjkB2J9PvC3AbH2ellgs8/jM6zkprznpvjyDLfrt3cfkchf+4+6HVLIC7PZwZlccl6hXNG8boeQKz0wbiFLt+hqiqHAEz0HOHE0Bu43xswVkbc4ewoBAGOMEZFLOrJpiVfv6lC3FGPvakafMUl0G5bI2LubUTWmgNthhazUOf+5IzWAUb2aMmb2RoZ+u5wWVYoxsmc8BaMj3Q4rZE1a8hcDP3WGfV33zizG3tWMy2tcuHKm8jav9BxsAbYYY+ba2xNxkoXtqQVb7M/U5fYyVcntUkq8qsBrUaU4n/VtwfFTp+k+PJElW/a5HVLI+rvnILdkB0CvlpX+rhh668i57NaKoX53R4uKAPQcPY+vFupiScHME8mBMWYbsFlEatqmtjiFWL4Fetm2XsA39vq3QE9xtAD263iD4FSvbGEm9G9Jvjzh3PLeHGan7HI7pNAUwNoKXtIlriwje8azdsdBug9PZOs+PYXlT3ckVGT47Y0BeGj8Yob9vM7liFRWeSI5sO4HPrFV2+KAF4GXgfYishZoZ28DTAbWAyk4teHvDXy4KqdULpGfLwa0pFzRfPT+YD5Tlmqel9MkF68l3KZWST66uzk7Dx2n27DZpOzQiqH+1LFeaT7vlwDAK1NXMfSbZRd5hPIizyQHxphF9hRAA2PMDcaYvcaY3caYtsaY6saYdsaYPXZbY4wZaCu51TfGJLkdv8qe2ELRfN4vgfrlCjPw0wWMm/eH2yGFlLOnFXJXz0GqppWK8Xm/BE6eNnQfnsjizXoKKyelXVyrWeViTHvocgDGJG7irg/nuxGWygbPJAdKFc4Xycd3N+fyGjEM/nIp785MyXXd4P7y94DEXLw7a5cuxBcDEigQHcGtI+fwu57CynG+HVQ1YguSOPgqAH5atYO2r//sSkwqazQ5UJ6SN084I3vGc0NcGV77YTXPT1qZa6bf+VNuHJCYnorF8zOxv3MK684P5jN1mZ7C8qfShfOyeGgHANbtPEzlwZM04Q8Smhwoz4kMD+P/boqjd8tKvD9rA/+euJiTp8+4HVZQ09oKZ6WewqpXthD3frKA8fP1FJY/Fc4byarnOgJOz1XlwZM5pe9nz9PkQHlSWJgw9Lo6/Kt9Db5csJX+HyVz7ORpt8MKevqlzVE4XyQf92nOZdVjeOyLpYz4RUfV+1N0ZDjrXuz89+1qT0zh6Al9P3uZJgfKs0SE+9tW57kb6vHT6h3c8f5c9h896XZYQSn1tIJ26Z6VL08EI3vGc13DMrw0ZRUvTVmp+8ePwsOEDS91pmCUs/Ze7SFT2Xv4hMtRqYxocqA8744WFfnvLY1YtHkfN49IZMfBY26HFHRE6y6lK09EGG/eHMftLSow4pf1DP5yqZYg9iMRYekzV1O/bGEAGj03nc17jrgclUqPJgcqKFzboAyjezfljz1H6DYskU27D7sdUlDRAYkZCw8TnutSjweuqsZn8zcz8JMFHD+lXd6XIjXpzOx6Gt/d35pr6pcG4LJXZ7L8T63H4DWaHKigcVn1GD69pwUHjp2k67BEVvx5wO2QgsbZ2gqaHaRHRHi4Q02GXFuHqcu3cdeH8zmkJcX96t3bGtP38ioAXPP2LF0d1WM0OVBBJa58ESb2TyAyXLj5vUTmbdjjdkhBQU8rZM5drSvzfzc1ZM76Pdw2cg579Jy4Xz3euTZDrq0DwK2j5vLNovNK5CiXaHKggk61kgWZOKAlMQWjuOP9ucxYud3tkDxPdEBipv2jcTlG3N6EVdsO0n34bP7Uegx+dVfryrxzayMA/vnZIkb9tt7liBRocqCCVNkieZnQL4GapQrS96NkvkjWCnAXI5J7SjZnV7s6sYy9qxk7Djj1GNbtPOR2SCHt2gZlGHdPCwCen7SS575f4XJESpMDFbSKF4ji03ta0KJKMf41YbF+47gIQU8rXIrmVYozrm8LTpw+Q/fhiSzdooPm/CmhanGm/PMyAN6ftYF+H2nJHDdpcqCCWoGoCEb3bkrn+qV4ftJKXp26SrvOMxAmkmsLL2VVaknxvJHh3DJyDonrdrsdkied/a/KXvnP2qUL8fsgpx7DD8u30/HNX7P1fCrrNDlQQS8qIpz/3tKYW5tX4H8/r+Pxr3Suenr0tELWpJYUL104ml4fzOOH5dvcDimklS2Sl0VD2gOwattBaj45RRN+F2hyoEJCeJjwwg31uP+qaoybt5n7PtW56mmJ9hxkWanC0Uzon0Cd0oUY8HEyE5I2ux1SSCuSL8/f9RiOnzpD5cGTNeEPME0OVMgQEf5l56pPWbaNOz/Queq+BLTrIBuK5MvDJ32a06paCR6ZuETHuPhZ2noMVR+frPVVAkiTAxVy7mpdmTdubsjcDXu45b057D503O2QPCFQpxVEZLSI7BCRZT5txURkuoistT+L2nYRkbdFstxiHgAAIABJREFUJEVElohI4wCEmGX5oyIY1Suea+qX1jEuAZBajyFPhPNRVeupqew/ovVVAkGTAxWSbmxUjpE9m7B2x0G6D09kq85VdwYkBqZr9kOgY5q2QcAMY0x1YIa9DdAJqG4vfYFhgQgwO6Iiwnn7lkY+Y1yWaZe3H4kIa57vRK1SBQFo+Ow0fT8HgCYHKmRdVSuWj+9uzq5Dx+n6v9ms3X7Q7ZBcJQSm58AY8yuQdunKLsAYe30McINP+1jjmAMUEZHSAQgzW1LHuAxsU5Vx8/7ggXELdYwLma+tkBVTH7yc9nViAWj18k+s2qbLp/uTJgcqpMVXKsb4fgmcMYbuIxJZ+Mdet0NyjctTGWONMX/Z69uAWHu9LOA7um+LbTuPiPQVkSQRSdq5c6f/Is0kEeGRq2vx5DW1mbT0L/qMSeJwLh3jEqhTKyN7xnNnq0oAdHzzN+as16ml/qLJgQp5tUsXYmL/lhTOG8lto+by6xr3P1hcId5YBMk4nySXHIkx5j1jTLwxJj4mJsYPkWVNn8uq8Fq3Bsxet5vbRs1lr9Zj8Kuh19Xlic61Aejx3hwmLfnrIo9QWaHJgcoVKhTPx4T+CVQsnp+7x8znu8V/uh1SwPmxxzcztqeeLrA/d9j2rUB5n+3K2bag0j2+PMNua8yKvw5w04hEtu0/5nZIIe2ey6vwVo84AAZ+uoAPf9/gckShxzPJgYhsFJGlIrJIRJJsW5yIzEltE5Fmtj2oRjgrbyhZMJrx/VrQqEJRHvhsIR8lbnQ7pIAKC3P1tMK3QC97vRfwjU97T/uebgHs9zn9EFQ61C3FmDub8df+Y3QdNpsNuw67HVJI6xJXlk/6NAfg6e9W8NLklS5HFFo8kxxYbYwxccaYeHv7VeAZY0wcMMTehiAc4ay8oVB0JGPvakbbWrE89c1y3vxxTa6Zihao2goiMg5IBGqKyBYRuRt4GWgvImuBdvY2wGRgPZACjATu9X+E/pNQtTjj7mnB0ZOn6T58Nsu2aj0Gf2pVrQSTHmgNwIhf1zPw0wUuRxQ6vJYcpGWAQvZ6YSC1LzgoRzgrb4iODGf47Y3p2rgcb/64lqe/XR6oKX6uCtQKicaYW4wxpY0xkcaYcsaY940xu40xbY0x1Y0x7Ywxe+y2xhgz0BhT1RhT3xgT9NV26pcrzIT+CURFhHPLe3OYq4Pm/KpumcL89mgbACYt+Yvr/jvL5YhCg5eSAwNME5FkEelr2x4EXhORzcB/gMG2PdMjnJVKT0R4GK91a8A9l1VmTOImHhy/iBOnzrgdll+FaW2FgKkaU4AJ/RMoWSiKnqPn8eOK7W6HFBBujWspXywfC55y6jEs3bqf+kN/yDU9gv7ipeSgtTGmMc4pg4EicjkwAHjIGFMeeAh4/1Ke0GtTn5S3hIUJT1xTh0GdavHt4j+5Z2wSR06E8lQ08cRshdyiTJG8TOjfklqlCtLv42S+XLDF7ZBCWrH8eVj5rLP21sHjp6g8eHKu6BH0F88kB8aYrfbnDuAroBnOwKUv7SYTbBtkcoSzV6c+KW/pf0VVXulan9/W7uT2UXPZdyQ0p6KFSeDmoytHsfx5+OSeFrSoUoyHP1/M6Fk6qt6f8uYJJ+WFTn/frqL1GLLME8mBiOQXkYKp14EOwDKcMQZX2M2uAtba6yEzwll5w81NK/C/25qwbGvoTkUTj6xzkNsUiIpgdO+mdKxbime/X8H/TVutSZofRYSHseGlzn+v1ljrqansP6r1GC6VJ5IDnNXSZonIYmAeMMkYMxW4B3jdtr+IMzMBQmyEs/KGjvVK8eFdTflznzMVbf3OQ26HlKMEweioA1dERYTz7m2NuTm+PG//lMKQb3LHIFi3iAgbXrqGKiXyA9DwmWkhmfD7kyeSA2PMemNMQ3upa4x5wbbPMsY0se3NjTHJtj3kRjgrb2hZtQSf9W3BsZOn6T48MaSmooUJ6OeRe8LDhJe71qffFVX4aM4m/pkLBsG67ad/X8mVNZ1Tyi1empHr66tcCk8kB0p5Sb2yzlS06Mhwerw3h9nrdrkdUo4Q0QGJbhMRBneqzaBOtfguBAfBij8rL2XRh3c2444WFQFo/8avzN+YtiaYSo8mB0qlo0pMAb4Y0JLShaPpPXo+U5dtczukbBMdkOgZvoNg73h/HvuPBPc5ca//Wz13Qz0e7VgTgO7DE0Pi/exvmhwolYFShaOZ0D+BumULce8nyYyf/4fbIWWL6DoHnuIMgm3M0i37uWlEItsP6Dlxf7r3ymq83r0hAP0/TuajOZtcjsjbNDlQ6gKK5MvDJ32ac1n1GB77YinDf1nndkhZJoj2HHhMx3ql+eDOpmzZe4Ruw2ezUesx+FXXJuUYc5czI/6pr5fx2g+rXI7IuzQ5UOoi8uWJYGTPeK5vWIaXp6zixckrg/JDVgckelOraiX49J4WHDp2im7DE1nx5wG3QwppV9SI4bv7nHoM785cx0PjF7kckTdpcqBUJuSJCOPNm+PolVCR935dzyMTl3DqdHCNNBcRPa3gUQ3LF2FC/wQiw4Wb30vUQXN+Vr9cYX555EoAvlq4la7DZrsbkAdpcqBUJoWFCU9fX5cH21VnYvIW+n+8IKhWXxPBzZLN6iKqlSzIxAEtiSkQxR3vz2Xmqh1uh3TJvDdXIWMVi+cn6cl2ACRv2kuT56a7HJG3aHKg1CUQER5sV4PnutRlxqrt9Bw9jwPHgmOkuYCOSPS4skXyMqF/AtVKFuCesUl8vfC8VeE9KVgX1ypRIIrlz1wNwO7DJ6g0aJIuTmVpcqBUFtyRUIm3ejRi4R976TFiDjsPHnc7pItyTivogc/riheIYtw9LYivVJQHxy9izOyNbocU0vJHRbA2TT0GXZxKkwOlsuz6hmUY1aspG3Ydptvw2Wzec8TtkC4oTOCMHvOCQsHoSD68sxnt68Qy9NvlvPnjmqAcBBssIm09hlQ1npzCwSDpEfQXTQ6UyoYrasTwyT3N2X/0JF2HzWbVNu+ONNfaCsElOjKcYbc1pluTcrz541qe/lbrMfiTiLDx5WsoWyQvAPWfnsaOXLz2hCYHSmVT4wpFmdAvgTARbhqeSJJHR5qLTmUMOhHhYbzatQF9WldmTOImHvp8ESeDbJZMsPl90FW0rlYCgGYvziBlR2gVYMssTQ6UygHVYwsycUACJQpEcfv7c/lp1Xa3QzqP1lYITmFhwhPX1OaRq2vyzaI/6Ts2iaMnvDlLxoOlFbLk4z7NuaVZeQDa/d8vJG/a63JEgafJgVI5pFzRfEzon0D1kgW5Z2wyXy3c4nZI53CO25odBCMRYWCbarx4Y31+XrOTnqPnsv9o7j4n7m8v/aMB/2pfA4Cuw2bz4wrvJfz+pMmBUjmoeIEoPr2nOc0rF+Oh8YsZPWuD2yH9LSxMTysEu1ubV+CdWxqzaPM+bh6RyI6D3jgnHqo9Uve3rc6rXRsA0GdsEuPmBXd9lUuhyYFSOaxgdCSjezelY91SPPv9Cl6fttoTI821tkJouKZBad7v1ZRNu4/QfXii52fJBLubmpZndO94AAZ/uZQ3pq9xOaLA0ORAKT+Ijgzn3dsa06Npef77UwpPfL2M0y5/bdcBiaHjcjtLZt8R78+SCQVX1Yrl64GtAHhrxlr+PWGxyxH5nyYHSvlJeJjw0j/qc++VVfl07h/cP24Bx0+5N5BMayuElsYVijKhfwIicNPwxFw5aC6Q4soXYea/rwRgYvIWbh6R6G5AfqbJgVJ+JCI82rEWT15Tm8lLt3H3h0kcOn7KnVhATyuEmBqxBZnYvyXF8ufh9lFz+WXNTlfjkaCqrnDpKpfIz/wnnHoMczfsocWLM1yOyH80OVAqAPpcVoXXuzckcf1ubhs5hz2HTwQ8hjAJ3YFjuVn5YvmY0L8llUvkp8+Y+Xy3+E+3QwppMQWjWGbrMWw7cIxKgyaFZNKtyYFSAdK1STlG3N6EVdsO0n34bLbuOxrQ19faCqErpmAUn/VrQaPyRXngs4V8NGdTQF8/BD8bL6hAVARrnj9bj6Hy4NCrx6DJgVIB1K5OLB/d3ZwdB47TbdhsUnYcDNhrO6cVAvZyKsAKRUcy9u5mXFWzJE99vYz/zlgbkt9ovSJPxPn1GNw6ZegPnkkORGSjiCwVkUUikuTTfr+IrBKR5SLyqk/7YBFJEZHVInK1O1ErdemaVS7G+H4JnDxt6D48kUWb9wXkdcNEOKMfFiEtOjKc4Xc04cZGZXl9+hqe+36l1mPwo9R6DLGFogCoN/SHoKjQmhmeSQ6sNsaYOGNMPICItAG6AA2NMXWB/9j2OkAPoC7QEfifiIS7FLNSl6xOmUJ8MSCBAtER3DpyDrPW7vL/i3pgzEF6XwJEpJiITBeRtfZnUXejDG6R4WG83r0hd7aqxOjfN/DviYu1HoOfzX28Hc0qFwOg6Qs/smHXYZcjyj6vJQdpDQBeNsYcBzDG7LDtXYDPjDHHjTEbgBSgmUsxKpUlFYvn54v+LalQLB93fjiPSUv+8uvreei0wjlfAoBBwAxjTHVghr2tsiEsTBhybR0ebl+DLxdsZcDHyRw76f9ptKFSWyErPu+XQNfG5QBo85+fWRygHkF/8VJyYIBpIpIsIn1tWw3gMhGZKyK/iEhT214W2Ozz2C22TamgUrJQNOP7JRBXvgj3jVvAx34cSBbm3QGJXYAx9voY4AYXYwkZIsIDbavzXJe6zFi1g56j53HgmNZj8KfXb2rIA22rA9Dl3d+ZuWrHRR7hXV5KDlobYxoDnYCBInI5EAEUA1oAjwCfi2Q+NxWRviKSJCJJO3e6O/9XqYwUzhvJ2Lua06ZmSZ7040Ay8cBpBdL/EhBrjEntNtkGxLoTWmi6I6ESb94cx4JNe+kxYk7InBP3qofb1+DFG+sDcOeH8/k8afNFHuFNnkkOjDFb7c8dwFc4pwm2AF8axzzgDFAC2AqU93l4OduW9jnfM8bEG2PiY2Ji/P0rKJVlefOEM+KOJvzDDiR79vsVOT6QzCMDEtP7EvA342RF6QapyX7WdYkry6he8azfdYjuw2fneD0G1/+rPObW5hUY2dM5a/boxCW889NalyO6dJ5IDkQkv4gUTL0OdACWAV8DbWx7DSAPsAv4FughIlEiUhmoDsxzI3alckpkeBj/6d6Qu1tX5oPfN/KvCTk7kEzE/YN4Bl8CtotIaQD7M92+WE32s+fKmiX5pE9z9hw+Qbfhs1mzPXDTaHOj9nVi+WJAAgD/mbaGwV8udTmiS+OJ5ACnG3GWiCzG+ZCfZIyZCowGqojIMuAzoJftRVgOfA6sAKYCA40x7i1ar1QOCQsTnrymNo9cXZOvFm6l79gkjp7IuX9tN2e1XeBLwLdAL7tZL+AbdyIMfU0qOtNozxi4aUQiC//Qegz+1KRiMX58+AoAxs37gzven+tyRJnnieTAGLPeGNPQXuoaY16w7SeMMbcbY+oZYxobY37yecwLxpiqxpiaxpgp7kWvVM4SEQa2qcaLN9bnlzU7uf39uew/kv2BZGHuDzrI6EvAy0B7EVkLtLO3lZ/ULl2IL/q3pFB0JLeNmstva/UUjT9VK1mAuY+3BeC3tbu4/NWZLkeUOZ5IDpRS57u1eQXevbUxS7fs56YRiWw/cCxbz+f2aYULfAnYbYxpa4ypboxpZ4zZ42KYuUKF4vmY2D+BCsXycdeH8/0+jTa3iy0UzZKnOwDwx54jQVGPQZMDpTysU/3SfHBnU7bsPULXYbPZmI3FVTwyIFF5RMlC0Yzvm0DDcs402k/n/uF2SCGtUHQkq5/v+PftyoMnc8rDi1NpcqCUx7WqVoJxfVtw5MRpug2fzbKt+7P0PB5aBEl5ROF8kXx0d3OuqBHD418t5d2ZKVn6Ruv1b8FeERURzvoXz9ZjqPbEFI6c8GY9Bk0OlAoCDcoV4fN+CeQJD+OW9+YwZ/3uS34OEXcHJCpvypsnnJE94+kSV4bXfljNi5NX6oe9H4WFOfUYiuaLBKDOkB/Yfch7a09ocqBUkKhWsgATB7QktnA0PUfPY/qK7Zf0eBHRg75KV2R4GG/cFEevhIqM/G0Dj0xc4uku71CwcEgH4soXAaDJ8z/yx+6cXXsiuzQ5UCqIlCmSlwn9EqhduhD9P05mwiWsvpaLl71XmRAWJjx9fV0ebFediclbGPDJgoDUY8jNvh7Yii5xZQC4/LWZLN2StVOG/qDJgVJBpmj+PHzapzktqxbnkYlLeO/XdZl6nA5IVBcjIjzYrgZPX1eH6Su20/uDeRy8hHoMubnwUla91aMRA66sCsB178zi1zXemFqqyYFSQSh/VASjesVzTYPSvDh5FS9Nufh5YveXOVDBoneryrx5cxxJG/dy68i5njwnHkoe61iLZ7vUBaDn6Hl8uWCLyxFpcqBU0IqKCOftHo24vUUFRvyynkFfLL3geWJnQKJmBypzbmhUlvd6NmHN9oN0H57I1n1H3Q4ppPVMqMTw2xsD8PDnixn2c+Z6BP1FkwOlglh4mPBcl3o80LY645M2c+8FzhOLiOu1FVRwuapWLB/3ac7OQ8fpNmw2KTvSr8eg/1c5o2O90nzez6nH8MrUVQz5ZplrsWhyoFSQExEebu+cJ552gfPEAnoUV5esaaVijO+bwMnThu7DE1m8eZ/bIYW0ZpWLMe0hp1jp2MRN3PmBOzUFNTlQKkT0blWZt3o454lvGTmHXWnOE4sOSFRZVKdMISb2TyB/VAS3jpzD7ym73A4ppNWILUji4KsAmLl6J1e9/nPAY9DkQKkQ0iWuLCN7xZOy4xDdhyeyec/ZudNhHijZrIJXpRL5+WJAS8oVzcedH8xn6rLz6zGITlfIMaUL52XxUKcew/qdh6k8OLD1GDQ5UCrEtKlZkk/6NGf3oeN0Gz6b1duc88S6fLLKrthC0Yzv14J6ZQtx7ycLGD9f6zH4U+G8kax6zqnHYExg6zFocqBUCGpSsRgT+rfEGLhpRCLJm/bqOgcqRxTJl4eP+zSndfUYHvtiKSN+cXdUfaiLjgxnXZp6DEdP+H9xKk0OlApRNUsV5IsBLSmaL5LbR81l6db92nOgckS+PBGM6hnPtQ1K89KUVYyetcHtkEJaeJiw4aXOFIyKAKD2kKnsPXzCr6+pyYFSIax8sXxM6N+SKjH5WbvjkNZWUDkmT0QYb/VoxG3NK7BqW/pTHFXOERGWPnM19csWBqDRc9PZfyTzq1deKk0OlApxMQWjGNe3BS2rFqdkoWi3w1EhJDxMeP6GejxwVTWK5c9DoegIt0MKed/d35pr6pcGYMPuw357Hckt3yTi4+NNUlKS22Eo5RpjDKfOGCLDL/ydQESSjTHxAQorS/T97D3GGJ2tEECnzxjCwy6+v7P6ftY0T6lcQkSIDNeDt/IPTQwCKzOJQXboaQWllFJKnUOTA6WUUkqdwzPJgYhsFJGlIrJIRJLS3PcvETEiUsLeFhF5W0RSRGSJiDR2J2qllFIq9HhtzEEbY8w5i3aLSHmgA+C7FFcnoLq9NAeG2Z9KKaWUyibP9BxcwBvAo5y7LHwXYKxxzAGKiEhpV6JTSimlQoyXkgMDTBORZBHpCyAiXYCtxpjFabYtC2z2ub3Ftp1DRPqKSJKIJO3cudNfcSullFIhxUunFVobY7aKSElguoisAh7HOaWQJcaY94D3AERkp4hsAkoAXqs3qjFljhdjAm/GlZ2YKuZkIP6QnJy8y76fvcCLf//MCtbYNe7My9L72TPJgTFmq/25Q0S+Aq4AKgOL7fzZcsACEWkGbAXK+zy8nG270PPHAIhIktcWeNGYMseLMYE34/JiTDkp9f3sBcG8r4M1do3b/zxxWkFE8otIwdTrOL0F840xJY0xlYwxlXBOHTQ2xmwDvgV62lkLLYD9xpjzi4srpZRS6pJ5pecgFvjK9hBEAJ8aY6ZeYPvJQGcgBTgC3On3CJVSSqlcwhPJgTFmPdDwIttU8rlugIFZfLn3svg4f9KYMseLMYE34/JiTKEqmPd1sMaucftZrim8pJRSSqnM8cSYA6WUUkp5R8glByLykIgsF5FlIjJORKJFpK2ILLBLM88SkWp22ygRGW+XYZ4rIpX8FNM/bTzLReRB21ZMRKaLyFr7s6htD8jS0BnE9JqIrLKv+5WIFPHZfrCNabWIXO2PmDKKy+c+V5bRzigmEbnf7q/lIvKqT7vf91UGf784EZmTugS5ndmjy41nkz2GzBORxXZ/P2PbPxSRDXZ/LxKRONvuqf0tIuEislBEvre3K9vjXYo9/uWx7QE5HmYj7mDZ3+eVAnD7eJ8lxpiQueAshLQByGtvfw70BtYAtW3bvcCHPteH2+s9gPF+iKkesAzIhzPG40egGvAqMMhuMwh4xV7vDEwBBGgBzA1gTB2ACLvNKz4x1QEWA1E400vXAeGBisveVx74AdgElPDAvmpjr0fZ7UoGal9dIKZpQCefffNzoPZTKF/sfitgr0cCc+1+/BDols72ntrfwMPAp8D39vbnQA97fTgwwF73+/Ewm3EHy/7emHqM8mlz7Xif1UvI9RzgHCzzikgEzsHzT5zVFwvZ+wvbNnCWYR5jr08E2orkeFHy2jh/8CPGmFPAL8A/0rz2GOAGn5j8vTR0ujEZY6bZ2wBzcNaPSI3pM2PMcWPMBpxZIs1yOKYM47L3ubWMdkYxDQBeNsYcB2d9Dp+Y/L2vMorpQv/nutx4Ftn9dsjejLSXCw3W8sz+FpFywDXAKHtbgKtwjndw/rHH38fDTEkb90V4Zn9fgJvH+ywJqeTAOAsp/QenSNNfOOsfTAP6AJNFZAtwB/CyfcjfyzDbg+x+oHgOh7UMuExEiotIPpxMsTwQa86uzbANZzrnOTFZ6S4N7aeYfN2Fk9EGKqYM45JsLqPtj5iAGrZ9roj8IiJNPRDTg8BrIrIZ530wOIAxhTTbxb0I2AFMN8bMtXe9YLuD3xCRKNvmpf39Jk5SfcbeLg7s8/kS4BtbII6HmZU27lRe39+QTikA3D3eZ0lIJQf2PE4XnO7cMkB+EbkdeAjobIwpB3wA/F+gYjLGrMTpop8GTAUWAafTbGO48DeRgMYkIk8Ap4BPAhXTBeKKwllGe0ggY7lITKdxeqiK4XQFPgJ8HqhvWReIaQDwkDGmPM7//PuBiCc3MMacNsbE4fSmNRORejjJVy2gKc7/wmMuhngeEbkW2GGMSXY7lktxgbg9vb99tDbGNMapHjxQRC73vTPQx/usCqnkAGgHbDDG7DTGnAS+BFoBDX0y/fFAS3v972WY7WmIwsDunA7KGPO+MaaJMeZyYC/OGIjtqd1H9mdqt/QlLw2dgzEhIr2Ba4Hb7D9xwGLKIK7lnF1GeyNnl9EuFai4MthXW4AvbXfgPJxvOCVcjqkXzv88wATOns4I2N8v1Blj9gEzgY7GmL/s3/84zpcOr+3vVsD19n3zGc7phLdwuq5T17jxjS0gx8NMOC9uEfk4CPY3cG4pAOArnDhdPd5nRaglB38ALUQkn/0W1xZYARQWkRp2m/bASnv9W5wDKkA34CefD8QcI04xKUSkAs654U/TvHYv4BufmPy+NHR6MYlIR5yuvOuNMUd8Nv8W6GFHM1cGqgPzcjqmDOIaY1xeRjuDv9/XOIMSsf9beXAKqgRkX2UQ0584NUnA+SBYa6/rcuPZICIxYmfuiEhenGPIKp+DveCcQ15mH+KJ/W2MGWyMKWffNz1wjm+34SQ33exmaY89fj8eXkwGcd/u9f1tY0uvFMAyXD7eZ4nxwKjInLwAzwCrcP4gH+F0S98ILMUZRf4zUMVuG43zDSsF5wBexU8x/YaTpCwG2tq24sAMnAP4j0Ax2y7Auzij3JcC8QGMKQXn/Nciexnus/0TNqbV2BHxgYorzf0bOTtbwc19lQf42P6fLQCuCuS+yiCm1kCybZsLNAnkfgrVC9AAWAgssX/vIbb9J7s/l9n/hdQZDZ7b38CVnB31X8Ue71Ls8S91xk1AjofZiNvz+9vu28X2shx4wra7erzPykVXSFRKKaXUOULttIJSSimlskmTA6WUUkqdQ5MDpZRSSp1DkwOllFJKnUOTA6UCTDIo2JTOducUnrFtn4hT0GmZiIwWkUjbfqWI7JezRWkuumiUiOQRkfdEZI2Np2vO/IZK5R4Xez9LBoW77H0iIi/Y9+BKEXkgzWObisgpEemW9nnTeZ0iIjLRxrJSRBKy83tFXHwTpVRWiMiVQG9jTG+ftjY4q3g2NMYcT12vIAP/xFmTo5BP2yfA7fb6pzhLgw+zt38zxlx7CSE+gbMSXQ0RCcNZdU4plY5svJ+P40x1PmST+VkiMsU4tRR64yyCVMsYc8b38SISztmVUDPjLWCqMaabOJU2813yL+lDew6UCqyMCjadQzIoPGOMmWwsnLno5dJ7fJrnut1+c1kkIiPsQQec+hkv2ec9Y4zZleXfSqnc6aLvZ/t2zahw1wDgWWPMmXQefz/wBWdXUwRARB4Rkfni1JhILR9eGLgcu2S6MeaEcVbzzDJNDlSOEJH7RCRJRI6LyIdp7rvJdnMdFJEVInKDz329xClQckBEtojIq3J2aVdE5GcROSYih+xldQB/LX/IqGBTWhkVngHAfgO5A6e2QqoE23U5RUTq2u1qAzcDrYxTG+A0cFvqin/AcyKyQEQmiEgsSgEi8rGI/GXfl2tEpE862wwRESMi7dK5r5iI7BSRWWna29pu7yMiMlNEKvrz9wiATL2fJePCXVWBm+2xc4qIVLfbl8VZvG9YmufpgLPqajMgDmgiTu2GysBO4AN7KnKUOCs0ZpkmByqn/Ak8D4z2bbT/5B/j1GYvhFOk6FOf7rN8ONUESwDNcZa8/nea577PGFPAXmr671fIGfZAsQjnW//1PuMAriYTBZskcwVz/gf8aoz5zd5eAFQ0xjQE/ouzvDM4+7MJMN/G1BZnFbdSC0SqAAAgAElEQVQInF6H2cYpEpOIU8lRKXB6lCoZYwoB1wPPi0iT1DtFpCrQHaf6bXpe4ewy9amPKYFT++MpnPdAEk6tG0/L7vsZMizcBc4KvseMMfHASM4eP98EHkvtUfDRwV4W4rzna+EkCxFAY2CYMaYRcBgYlK1f3O0lGvUSWhecBOFDn9vNcT7ofLfZCSRk8PiHge98bv8M9HH798rivrjSd1/YtqlAG5/b64CYNNu8hFNDYiNOedcjwMc+9w/F+fAPu8Brb8RJuO4HXkrnfrEHkDB7uzyw3O19phfvXYCaOEnATT5tU3FKhW8E2qXZviVOsnknMMunvS9OMpp6Oz9wFOd8u+u/Zyb2Q5bez+k8zxDg3/b6KqCyvS44tRUANth9uxE4hNPjcAPwOtAvnecsBWz0uX0ZMCk7v6/2HCh/SwJWisj1tmvtBpwBOksy2P5ynDXJfb0kIrtE5Hc7KCiYZVSw6W8mg8Iz9jF9gKuBW4zPtwoRKZX6jUVEmuH0Cu7GWc+9m5wt1FRMRCoa5wjyHc4BD84WKVMKABH5n4gcwfkA+wuYbNu7A8eNMZPTeUw48A5wH+eXJa6LU3MAAGPMYZwP07p++QUC46LvZ8mgcFfax+MUTVsDYIypbM4Wm5sI3GuM+Rr4AbhLRArY5ysrIiWNU4hus4ik9qxm+/2syYHyK2PMaWAszsj64/ZnP3tgOIeI3AXEc2739mM43eBlgfeA72yXZrAaDVQRkWU45Wh7GWOMiJQRkfMOtukYDsQCiXLulMVuwDIRWQy8DfQwjhXAk8A0EVkCTAdK28c8Bjxt2+8A/pVTv6TbRORpEdnq0wXcOZ1tytvz3ivEmWL2T5/7ionIdBFZa38Wte23iTMQbKmIzBaRhmme87zppz73vS0ih9K2ZxD/lTbu5SLyy6XvgewzxtwLFMT5FvolcFycioMv4sykSc8DwFyT/imxAsD+NG377WsEq8y8n0sDM+37bD7OmIPU/4+Xga4ishSnx/C8sR2+jDHTcI6hifYxEzm7/+4HPrGvE4fzd8o6t7tq9BJaF84/rdAO5xtsPE4y2hTnW0hcmsfdAGwH6l/k+acC97v9e+rFOxfS7+59Gtt1e4HHlcYp/409wK4B6tjbrwKD7PVBwCv2ekugqL3eCeeD0Pc5H7YH7+/TtMfjVIk9lInfpwjOt74K9nZJD+zj4Tgf/K9jq1La9o3Y0wpAGZzu8NSKg70597TCW8D/0jzvUqCr27+fXs6/aM+B8rc4nIFzScaZLjcfp5zw3yOcRaQjzmCc64wxSy/yfAbn3JxS2WKM+csYs8BeP4gzgK6svbsLMMZeH4OTvGKMmW2M2Wvb5+AzlVQymH5qu9pfw5l94tseIyJfiDMtbb6ItLJ33Qp8aYz5w75mutNdAywCZ2R9W+ABEdkmIttwxqp8LiKP4YygLw2ssPe9hTP4bpvdB8uBv3ta7Gj6qpx/GlF5gCYHKkeISISIRAPhQLg4q4JF4HSjXSYicXa7RjjdlEvs7atwFvbpaoyZl+Y5i4jI1anPJSK34YxJ8J2+p1RG7rOnAEannhbIiIhUAhrhJK4AscaY1JH423BO5aR1NzDF53ZG00/vA771eb5UbwFvGGOaAl05m1TUAIqKM403WUR6Xij2nCYiJUWkh4gUsKdJrgZuwRm/0haoh5P0x+HMUuoHvIuzLyr53DcEZ1R9nHFOL34F1BORrvZYMQRYYoxZhfIet7su9BIaF5xuXJPm8rS97z4gBTgIrAf+5fO4mcApnBG5qZcp9r4YnOTiILAP55tae7d/V71444LzQb7I/m/tsdcX4QzYjMVJVMOAF4DRF3ieAkAy8A+ftn1pttmb5nYbnJ6G4vb2tdguc5zTHN/b62WAWUCEvX3I5zl2+MS8CNhqY3nH/q/nx5lxshaoEcD9GgP8Yt9zB3C6/u/JYNuNpJmt4HNfb3xOK9i2djiD8Y7izESq5Pb/kV7Sv4j9gymlVFCSdJa1TXN/JZwP63rp3BcJfA/8YIz5P5/21cCVxpi/RKQ08LOxa2yISAOcb8GdjDFrbNtLOIM6TwHROGt6fAmMw1m17ph96grAemNMNRHZBZQzxqTel/rag4C8xpih9vb7OMviTrjEXaNUlulpBaVUyLEf6KluBJals43gfHCv9E0MrG+BXvZ6L+Ab+5gKOB/6d6QmBpDx9FNjzCRjTClzdlraEWNMNfuwaTgjzFPjibNXvwFa21Np+XDWCjlnQSGl/E2TA6VUKHrVTjdcgnMK4CGANFPMWuF8278qnSmPLwPtRWQtTlf4y7Z9CFAc+J/dPikbMT4AxNtxESuA/gDGmJU442qW4NTPGGWMOS+5Ucqf9LSCUkoppc6hPQdKKaWUOkfExTcJDSVKlDCVKlVyOwylPC85OXmXMSbG7TguRN/PSmVOVt/PuSY5qFSpEklJ2Tk9qFTuICKb3I7hYvT9rFTmZPX9nKnTCiKy0Q7u+XsATkZrl4tIM5+2xSJyo8/zdBSR1SKSYqfrpLZXFqcsZoqIjBeRPLY9yt5OsfdX8nnMYNu+2i7SoZRSSqkccCljDtoYY+KMU3c61Ru2Lc6crdC1DIg3Tu3qjsAIOyUnHGcVrU5AHeAWEaljH/OKfa5qwF6clcewP/fa9jfsdtjH9cCp5tURZ+Rw+KX96kqpQEjvy0Wa+68Ukf0+XyqGpPc8SqnAyfEBicaYI8aYU/ZmNGfLdjYDUowx640xJ3AqWHWxc42vwqkuBT7rmHPu+uYTgbZ2+y7AZ8aY48aYDTgrpDXL6d9FKZVj0vty4es3ny8azwY0MqXUeTKbHBickq/JItLXpz3dtctFpLmILMdZdrO/TRbKApt9HrvFthXHWar0VJp2fB9j799vt8/ouc4hIn1FJElEknbu3JnJX1UppZTK3TKbHLQ2xjTGOSUwUEQuB4bhVNSKwynB+3rqxsaYucaYujjleQfbIhsBZ4x5zxgTb4yJj4nx9OBrpUJZRl8ufCXYMUpTRKRuehtosq9U4GQqOTDGbLU/d+CsKd7MGLPdGHPaGHMGp9zued36dqWvQzhVvLbilPdMVc627QaK2Ap+vu34PsbeX9hun9FzKaW8J70vF74WABWNMQ2B/wJfp/ckl5LsG2PYd+REDoSuVO500eRARPKLSMHU60AHYFlGa5fbmQcR9npFoBZO5a75QHV7fx6cAYXfGmeJxplAN/tcf69jzrnrm3fDWa/c2PYedjZDZaA6zjKjSnnKbaPmUGnQJGau2uF2KK5J78tFmvsPGGMO2euTgUgRKZGd16w8eDJxz05n3c5D2XkapXKtzPQcxAKzRGQxzgfwJGPMVDJYuxxoDSwWkUU4B4J7jTG77JiB+4AfcIqIfG6MWW4f8xjwsIik4IwpeN+2vw8Ut+0PA4MA7OM+B1bgrEE+0Dj1wpXyhJQdh3j62+X8nrIbgNNncucy5Rl9uUizTSk70BgRaYZzXNqdnde9pVkFANq+/gvJm/Zm56mUypVyTW2F+Ph4o4umKH86fPwUk5b+xfj5m0netJeIMKFr43I83rk2hfNFuh1epolI8gVmFVzqc1XB+ZIAzqJrnxpjXhCR1CJDw0XkPmAATrnjo8DDxpjZF3rezLyf3/lpLf+Z5hROHNUznnZ1YrP1uygVjLL6fs41KyQq5S8pOw7y/qyNfLtoK4dPnKZKTH4Gd6rFPxqXI6ZglNvhucoYsx5omE77cJ/r7wDv5PRr33dVdWILRfPIxCX0GZvEizfW59bmFXL6ZZQKSZocKJVFyZv2MOzn9fy4cjvRkWFc26AMPZqWp0nFothecuWy7vHlKVEwijs/mM/jXy1l+4FjPNS+htthKeV5mhwodQnOnDHMWLWDEb+sI2nTXorki+SfbavTq2UliuXP43Z4Kh1tapbkm4Gt6PLu77w1Yy1b9x3lP93P68xQSvnQ5ECpTNi67ygTkjYzIWkLW/cdpWyRvDx9XR1ualqefHn0beR1DcsX4ed/X8mV//mZiclb2LznCOP7JbgdllKepUc1pTJw/NRpflyxg/FJm/lt7U6MgVbVijOoUy061StFRHiOrz6u/KhSifzMf6IdTV/4kbkb9tDixRnMebyt22Ep5UmaHCjl4+Cxk/yyZifTlm9n5qodHDx+itKFo7m/TTW6x5enfLF8boeosiGmYBTLnrmaekN/YNuBY1QaNIkNL3XWMSJKpaHJgcr1dhw4xvSV25m2fDuJ63Zz4vQZiuXPQ6f6pehcvzSXVY8hPEw/PEJFgagI1r7QiepPTAGcBZPWPN+JPBHaE6RUKk0OVK6UsuMQ01ZsY9ry7SzavA+AisXz0atlRTrULUXjCkU1IQhhkeFhbHipM5UHO5Xmazw5hWXPXE2BKD0kKgWaHKhc4swZw8LN+5i2YhvTV2xn/c7DADQoV5h/d6hB+zqlqBFbQLuXcxERYePL15Dw0gz+2n+MekN/YN4TbSlZ0JU6cUp5iiYHKmQdO3maxHW7mbZiO9NXbGfXoeNEhAkJVYtzZ8tKtKsTS+nCed0OU7kscXBbbh05h9nrdtPshRn89K8rqBJTwO2wlHKVJgcqpOw/epKfV+9g2vLt/Lx6B4dPnCZ/nnCurFWSDnViubJmSQrnDZ6ljFVgfHpPCx6buITxSZu56vVf+HpgK+LKF3E7LKVco8mBCnp/7jvKj3ZA4Zz1uzl1xhBTMIrr48rSoW4sLasWJyoi3O0wlce90q0BZYrk5Y0f13DDu78zunc8V9XSegwqd9LkQAUdYwxrth9i2vJtTFuxnaVb9wNQNSY/fS6rQoe6scSVK0KYDihUl+if7aoTWyiKQV8u5a4Pk3i1awNualre7bCUCjhNDlRQmb1uF4O/XMqm3UcAaFShCI91rEX7OrFUK6nniVX29WhWgZiCUdw9JolHv1jC9gPHuL9tdbfDUiqgNDlQQWPnweM8MG4hBaIiePHG+rSrXZKShXRkucp5bWvH8uW9LfnH/2bz+vQ1bN13lJe7NnA7LKUCRlf9UEHBGMOjExdz4NgpRtwRz63NK2hioPyqcYWizPjXFQB8Nn8zt42a43JESgWOJgcqKHw0ZxMzV+/kic61qVmqoNvhqFyiakwB5tn6C7+n7KbVyz+5HJFSgaHJgfK8NdsP8sKklbSpGUPPhIpuh6NymZKFoln6dAfAqc5ZadAkjDEuR6WUf2lyoDzt2MnTf48zeLVbQ13BULmiYHQka57v9PftyoMnc/L0GRcjUsq/NDlQnmWM4amvl7Fq20Fe696AmIJRboekcrE8EWGsf7Hz37erPzGFw8dPuRiRUv6jyYHyrP/+lMKE5C08cFU1XYxGeUJYmFOPITVRrTv0B3YdOu5yVErlPE0OlCdNTN7C/01fQ9fG5XiofQ23w1HqHPOfaEezSsUAiH/+RzbtPuxyRErlLE0OlOf8nrKLQV8soXW1Erz0j/o6zkB50uf9E/hH47IAXPHazyzZss/liJTKOZocKE9Zte0A/T9KplrJAvzv9sbkidB/UeVd/3dTHA9cVQ2A69/5nZ9X73A5IqVyhh55lWecPH2Gf45bRL6ocD64symForV6ovK+hzvU5IUb6wHQ+4P5TEze4nJESmWfJgfKMz5K3MTq7Qd5rks9ShfO63Y4SmXabc0r8t4dTQD494TFvDszxeWIlMoeTQ6UJ+w8eJw3pq/h8hoxtK+jMxNU8OlQtxQT+ycA8NoPq3niq6UuR6RU1mUqORCRjSKyVEQWiUiSbXtaRLbatkUi0tm2txeRZLt9sohc5fM8TWx7ioi8LXakmYgUE5HpIrLW/ixq28VulyIiS0Sksc9z9bLbrxWRXjm5U1TgvTJ1FcdOnWbodXV0AKIKWvGVivHjw5cD8MncP+g1ep7LESmVNZfSc9DGGBNnjIn3aXvDtsUZYybbtl3AdcaY+kAv4COf7YcB9wDV7aWjbR8EzDDGVAdm2NsAnXy27Wsfj4gUA4YCzYFmwNDUhEIFn+RNe5mYvIW7W1ehaoyWXVbBrVrJgsy19Rh+WbOTK16b6XJESl26HD+tYIxZaIz5095cDuQVkSgRKQ0UMsbMMc7C5GOBG+x2XYAx9vqYNO1jjWMOUMQ+z9XAdGPMHmPMXmA6ZxMNFUROnzEM/XYZsYWiuN+O+lYq2MUWimaJrcewafcRrceggk5mkwMDTLOnCfr6tN9nu/tHZ/DNvSuwwBhzHCgL+A7j3WLbAGKNMX/Z69uA1JPOZYHN6Twmo/ZziEhfEUkSkaSdO3dm6hdVgfXh7I0s23qAJ6+pQ/6oCLfDUSrHFIqOZPXzZ7+zVB48mVNaj0EFicwmB62NMY1xuvkHisjlOF38VYE44C/gdd8HiEhd4BWg36UEZHsVciTFNsa8Z4yJN8bEx8TE5MRTqhz0576jvD5tNVfWjOHaBqXdDkepHBcVEX5OPYZqT0zhyAmtx6C8L1PJgTFmq/25A/gKaGaM2W6MOW2MOQOMxDn3D4CIlLPb9TTGrLPNW4FyPk9bzrYBbLenC7A/d/g8pnw6j8moXQUJYwxDvlmOMfBcl3o6CFGFrNR6DEXzOet21BnyA7u1HoPyuIsmByKSX0QKpl4HOgDLUj/MrRuBZXabIsAkYJAx5vfUDexpgwMi0sLOUugJfGPv/hZn8CL2p297TztroQWw3z7PD0AHESlqT2d0sG0qSPywfBs/rtzOQ+2rU75YPrfDUX6U3mynNPdnOCsplCwc0oG48kUAaPL8j/yx+4jLESmVscz0HMQCs0RkMTAPmGSMmQq8at/wS4A2wEN2+/uAasAQn2mOJe199wKjgBRgHTDFtr8MtBeRtUA7extgMrDebj/SPh5jzB7gOWC+vTxr21QQOHDsJEO/XU6d0oW4q1Vlt8NRgZHebKdU6c5KCkVfD2xFl7gyAFz+2kyWbd3vckRKpe+iI8CMMeuBhum035HB9s8Dz2dwXxJQL5323UDbdNoNMDCD5xoNjL5Q7MqbXpmyip0Hj/PeHfFEhOs6XOrsrCRgjogUEZHSPoOUQ8pbPRpRpkhehv28jmv/O4uP7m7GZdV1TJTyFj0yq4D6bvGffDL3D/pcVoWGtotVhbyMZjulynWzjx7rWItnu9QF4I735/HVQq3HoLxFkwMVMCk7DjHoiyU0qViUR66u6XY4KnDSm+10yUJt9lHPhEoMv92px/DQ+MUM/2XdRR6hVOBocqAC4siJUwz4OJnoyHDevbUxkXo6IddIb7ZTmk1y7eyjjvVKMcHWY3h5yiqGfrPM5YiUcugRWvmdMYbHv1xKys5DvH1LI0oVjnY7JBUgGc12SrNZRrOScoWmlYox/SGnM2VM4ibu/nC+yxEppcmBCoBP5v7B14v+5OF2NWhVrYTb4ajASne2k4j0F5H+dpt0ZyXlJtVjC5I42KlRN2PVDtq+/rO7AalcT9erVX61atsBnv1+BVfUiGFgG62dkNtcYLbTcJ/rGc5Kyk1KF87L4qEdaPjMNNbtPEzlwZNY/2JnXSBMuUJ7DpTfHD1xmvs/XUjhvJG8flNDwsL0IKfUhRTOG8mq55x6DMZoPQblHk0OlN88N2kFKTsP8cZNcZQoEOV2OEoFhejIcNalqcdw9MRpFyNSuZEmB8ovpi77i0/n/kHfy6vQurqOM1DqUoSHCRte6kxBW6m09pCp7D18wuWoVG6iyYHKcVv3HeXRiUtoWK4w/2qv6xkolRUiwtJnrqZ+2cIANHpuOpv3aD0GFRiaHKgcder0GR76bBFnDLx9SyPyROi/mFLZ8d39rf8uaX7ZqzNZ/qfWY1D+p0dulaPemZnCvI17eP6GelQsnt/tcJQKCe/c2ph+l1cB4Jq3ZzE7ZZfLEalQp8mByjHzNuzh7Rlr+UfjstzQ6Lyl8ZVS2TC4c22evq4OALeOmss3i3LFIpLKJZocqByx78gJHvxsIRWK5ePZLucV3lRK5YDerSrz7q2NAfjnZ4sY+et6lyNSoUqTA5VtxhgGfbGUHQeP8/YtjSgQpWtrKeUv1zQozWd9WwDwwuSVPPPdcpcjUqFIkwOVbePmbWbq8m082rEmDcppGWal/K1FleJMffAyAD74fSP3jE1yOSIVajQ5UNmyZvtBnvluOZdVL0Gf1lXcDkepXKNWqUL8PsipxzB9xXY6vvmryxGpUKLJgcqyYydP88C4hRSMjtDlkZVyQdkieVk8pAMAq7YdpMYTU3BKVSiVPZocqCx7cfJKVm07yH+6N6RkQS3DrJQbCuc7W4/hxOkzVB48mdNnNEFQ2aPJgcqSacu3MTZxE31aV+bKmiXdDkepXC1tPYaqj0/m2Emtx6CyTpMDdcn+2n+UR79YQr2yhXikoy6PrJQXpNZjyBsZDkCtp6ay74jWY1BZo8mBuiSnzxgeGr+IE6fO8HaPRkRFhLsdklLKEhFWPteR2qULARD37HS27jvqclQqGGlyoC7JsJ9TmLN+D892qUeVmAJuh6OUSseUf15Gx7qlAGj18k+s/OuAyxGpYKPJgcq05E17eOPHtVzfsAxdG+vyyEp52fA7mtCndWUAOr31G4nrdrsckQommhyoTNl/9CQPjFtEmSLRPH9jPUR02qJSXvfktXV48praANwycg7fLf7T5YhUsNDkQF3U6TOGRycuZvuBY7zdoxGFoiPdDkkplUl9LqvC27c0AuD+cQsZPWuDyxGpYKDJgbogYwxPfbOMH5ZvZ3Dn2jSqUNTtkJRSl+j6hmX4tE9zAJ79fgUvTFrhckTK6zKVHIjIRhFZKiKLRCTJtj0tIltt2yIR6Wzbi4vITBE5JCLvpHmeJvZ5UkTkbbF90yJSTESmi8ha+7OobRe7XYqILBGRxj7P1ctuv1ZEeuXUDlHn+s+01Xw69w8GXFmVu+35S6VU8GlZrQSTH3DqMYz8bQP3fpLsckTKyy6l56CNMSbOGBPv0/aGbYszxky2bceAp4B/p/Mcw4B7gOr20tG2DwJmGGOqAzPsbYBOPtv2tY9HRIoBQ4HmQDNgaGpCoXLOqN/W8+7MddzSrAKPXq3rGSgV7OqUKcSsx9oAMHnpNq79728uR6S8KsdPKxhjDhtjZuEkCX8TkdJAIWPMHOMs/j0WuMHe3QUYY6+PSdM+1jjmAEXs81wNTDfG/H979x1eRZk9cPx7khBCAiSk0UIJTZqAEpqAFKXqD1zXgmsXZa3r6lpAV2TtXXftiN1VVFYUlSLSUUCCtIQamhAJCYQmPeT8/pgJXmJCCknmJjmf57lP7n3nnZmTyZ17T6a8J1NVdwPT+T3RMCXgs8StPPbtai44sy6PXWQXIBpTUcTVCmXpQ/0ASErdR5vRU60eg/mDwiYHCnwnIktEZIRP++3u4f53CvGfe31gm8/rbW4bQG1V3e4+TwNq+8yzNY958ms/iYiMEJFEEUnMyMgoIDyTY1pyGiP/t4KezaN54fL2BFpBJWMqlFphwSfqMRw4etzqMZg/KGxy0ENVz8Y5zH+biJyLc4i/KdAB2A48XxIBuUcVSuRdqqpjVTVBVRNiYmJKYpEV3o8bdnLHx0tp3yCCN67qaCMgGlNBWT0GcyqFSg5UNdX9mQ5MBDqr6g5VPa6q2cBbOOf+TyUViPN5Hee2AexwTxfknH5I95mnQR7z5NduTsOKbXu46f1EGkeH8u51nQirGuR1SMaYUpRTj6FKoHN0sOVDU9l78JjHURl/UGByICJhIlIj5znQH0jK+TJ3/QlIOtVy3NMG+0Skq3uXwjXAV+7kSUDOHQfX5mq/xr1roSuw113ONKC/iNRyT2f0d9tMMW3I+I3r3l1MrbBgPrihCxGhwV6HZIwpAyLC+scH0zzWGQ69/SPf8avVY6j0CnPkoDYwX0SWAz8B36rqVOAZ97bEFUAf4K6cGURkM/ACcJ2IbBOR1u6kW4FxQAqwAZjitj8F9BOR9cD57muAycBGt/9b7vyoaibwKLDYfTzitpliyDxwlOvfXUyAwIfDu1AnPMTrkIwxZWz63b04v5VTfv2cp2ayNm2/xxEZL0lluUo1ISFBExMTvQ7D7xzNyubqtxexdOsexo/oytk2yFGlJyJLct2y7Hdsfy49YyYl896PmwH4dERXujSJ8jYgc1qKuz/bCImVmKoy+qskFm3K5NlL2lliYIxhzJA2jBrUEoDLxy5kysrtBcxhKiJLDiqxd37YzPjFW7m9TzOGdrAqi8YYx197NeWlyzsAcMt/f+aDBZs9jceUPUsOKqlZa9N5/NtVDGhTm7v7tfA6HFPBiUigiCwVkW/ymHadiGT4DMV+oxcxmpNddFZ9Phru1GMY/VUyT09d43FEpixZclAJrduxnzs+XkrLOjV58fIOBNggR6b03QmsPsX0T32GYh9XVkGZU+vRPJpv7ugBwOuzN3DHJ0s9jsiUFUsOKpnMA0cZ/v5iQqoEMu7aBEKDbSwDU7pEJA64AOdOJVPOtK0fzrz7nHoMXy//laGvzPc4IlMWLDmoRI5mZXPzR0vYse8Ib13TkXoR1bwOyVQOLwH3Admn6PNndyj2CSLS4BT9jAcaRIbys1uPYfm2vbQbM83qMVRwlhxUIs9PX8tP7p0JZ9mdCaYMiMiFQLqqnqo+8NdAY1Vth1NE7f28OlmtFG9FhgWz+hGnHsO+w1nEj5pMttVjqLAsOfDx06ZM+j4/m227D3odSon7MWUnY+du5IrODe3OBFOWugND3IHRxgN9ReQj3w6quktVj7gvxwEd81qQ1UrxXrXgQFIeH3TidZMHJnMky+oxVESWHPi47M0FbMw4wNfLK9Z9vbsPHOWuz5YRHx3GQxe28jocU4mo6ihVjVPVxsAwYKaqXuXbJ9dQ7EM49YWLxmNBgQFsevL3gk1n/HMq+w5bPYaKxpKDPFSkW3ZUlZFfrCDzwFH+M+wsuwDR+AUReUREhrgv/yYiye4Q7X8DrvMuMlMYIsLmpy4gPjoMgHZjvsbDVAYAACAASURBVCNt72GPozIlyZIDHzn1zQE+S9zqYSQlZ/zirUxL3sF9A1rStn641+GYSkxVZ6vqhe7z0ao6yX0+SlXbqGp7Ve2jqhUnO6/gZt3Tm95nOKd4uj45g5R0q8dQUVhy4COkSiDz73du2blvwgqPozl9Kem/8a+vk+nZPJrhPeK9DscYUwG9d31nru7aCIDzX5hL4margVcRWHKQS1ytUCLDnHLFL89Y73E0xXck6zh3jl9KtSqBPHdpexvoyBhTah69qC33DTwDgEveWMDUpDSPIzKny5KDPMy4uxcAz09fV27v5X3+u3Uk/7qPZy5pT+2aVoLZGFO6bu3djOcvbQ/AzR8t4cOFWzyOyJwOSw7yUCssmLb1awLwwMQkj6MpugUbdjF27kau6tqQfq1rex2OMaaS+HPHON6/oTMAD32ZxLPT7PKR8sqSg3xMuPkcAD756ReOHT/VwG7+5dDR44z8YgWNokJ5cHBrr8MxxlQyvVrE8PXtTj2GV2dt4K5Pl3kckSkOSw7yEVIlkIFt6gDw59d/9Diawnth+lq27DrIUxe3o1pwoNfhGGMqoTPjwplzb28AJi5NLVefocZhycEpvHbl2QCs2LaXNWn7PI6mYMu27uHt+Zv4S5eGdGsa5XU4xphKrFFUGIn/PB+AJVt20/HR6R5HZIrCkoNTCAgQ3rzaGcl14EvzPI7m1I5mZXP/hBXE1ghh5KCWXodjjDFEV69K8r8GALDrwFEaj/zW6jGUE5YcFGCAe2oB4Mkp/juq61NT1rB2x34e/1NbaoZU8TocY4wBIKxqEOtz1WM4mlV+ruOqrCw5KITlo/sD8Oacjew+cNTjaP7o6+W/8s4Pm7junMac18ruTjDG+JcqueoxtPjnFKvH4OcsOSiE8NAq/LVXEwDOenS6X419sG7Hfu7/3woSGtXigcFWVMkY459y6jE0iKwGOPUY0vdZPQZ/ZclBIY0c+Pt5/PhRk7n0jR89LzSy//Axbv5wCaHBQbx65dkEB9mf0xjj3+bd15eezaMB6PzEDFLSf/M4IpMX+zYpJBFhyT/Pp3bNqgAs3rybrk/OoPHIb3nvh02eHE0Y/VUyWzIP8upfzrJREI0x5caHw7twReeGAJz/whyWbNntcUQmN0sOiiCqelUWPXA+KY8POumOgDFfryJ+1OQyTRC+WfErE5emckffZnRpYrctGmPKlycvPpN7+rcAnLFkvl+1w+OIjC9LDoohKDCAm3s1ZfNTF5wY6AOg1eipZbL+tL2HeXBiEu0bRHB7n2Zlsk5jjClpt/dtzjOXtAPgxg8S+XjRLx5HZHIUKjkQkc0islJElolIots2RkRS3bZlIjLYp/8oEUkRkbUiMsCnfaDbliIiI33a40Vkkdv+qYgEu+1V3dcp7vTGBa2jrDWKCmPDE86vfvhYNpe9uaBU15edrdw7YTlHs7J58bL2BAVafmeMKb8uS2jAu9d1AuCBiSt5cfo6jyMyULQjB31UtYOqJvi0vei2dVDVyQAi0hoYBrQBBgKviUigiAQCrwKDgNbAFW5fgKfdZTUDdgPD3fbhwG63/UW3X77rKOovX1ICA4RVjzj5yU+bMhkzKbnU1vX+gs3MW7+TBy9oRZOY6qW2HmOMKSt9Wsby5W3dAfj3jPXc8/lyjyMypfFv51BgvKoeUdVNQArQ2X2kqOpGVT0KjAeGiogAfYEJ7vzvAxf5LOt99/kE4Dy3f37r8ExocBALRvUF4L0fN/PO/E0lvo4FG3bx+LerOa9lLFd2aVjiyzfGGK90aBDBrHt6AzBhyTYuL+WjsObUCpscKPCdiCwRkRE+7beLyAoReUdEarlt9YGtPn22uW35tUcBe1Q1K1f7Sctyp+91++e3LE/VDa/GpNud7PeRb1bx6eKSO3+2ZdcBbvnvEhpFhfLC5R1wciRjjKk44qPDWPygU49h0aZMOj/+vccRVV6FTQ56qOrZOKcEbhORc4HXgaZAB2A78HzphFh8IjJCRBJFJDEjI6NM1tkuLuJEPYb7/7eSTo9/T/Kve09rmfsOH+OG9xYD8Pa1nQivZsMjG2MqppgaVUly6zGk7z9i9Rg8UqjkQFVT3Z/pwESgs6ruUNXjqpoNvMXvh/VTgQY+s8e5bfm17wIiRCQoV/tJy3Knh7v981tW7rjHqmqCqibExMQU5lctEQPa1GHirecAkLH/CBf8Zz6Xv7mAaclpHC/Cm3zHvsNMX7WDER8ksmXXQV6/siONo8NKK2xjjPEL1a0eg+eCCuogImFAgKrud5/3Bx4Rkbqqut3t9icgyX0+CfhYRF4A6gHNgZ8AAZqLSDzOF/kw4C+qqiIyC7gE5zqEa4GvfJZ1LbDAnT7T7Z/fOvzGWQ1rsfShflz48nxS9xxi0aZMFm3KJDQ4kMZRYcTHhBEfFUZ8dBg1q1UhY/8R0vcfJn3/EdL2Hib5173s2HcEgKAA4YmLz7QyzMaYSiOnHkP8qMmAU48h6V8DqF61wK8tUwIKs5VrAxPdc9xBwMeqOlVEPhSRDjjXI2wG/gqgqski8hmwCsgCblPV4wAicjswDQgE3lHVnMv67wfGi8hjwFLgbbf9beBDEUkBMnESilOuw5/UCgtm0u3dueKthWzeeZAruzoXEW7aeYDk1L1MTfrjkYTIsGBia1SlW5Mo2sVF0C4unDb1wqkW7NnNGMYY44mcegzdnpzB9r2HafvwNH568Dxia9iIsKVN/KmIUGlKSEjQxMRET9adsf8IV7y1kF/3HOKDGzqT0DgSgGPHs9maeZD9h7OIqVGV6OpVrT6C8ZyILMl1y7Lf8XJ/Nt4YNnYBCzdmAjDzH73sVu5CKu7+bN9EZSCmRlU+vqkLdcJDuPadn06MI14lMIAmMdVp3yCCehHVLDEwxph8jB/RjUs7xgHQ9/k5LNu6x+OIKjb7NiojsTVC+OSmrsTWDOG6d36yN7YxxhTRs5e2587zmgNw0as/MHON1WMoLZYclKHaNUP4+KYu1AoLZtjYBXyWuNWTao7GGFNe3dWvBU9dfCYAN7yXyGeLtxYwhykOSw7KWN3waky4pRtnN6zFfRNW8I/Pl3PwaFbBMxpjjAFgWOeGvH2tcxr9vv+t4D8z1nscUcVjyYEHYmuE8OHwLvz9/OZMXJrKkFd+YG3afq/DMsaYcuO8VrX5wh1P5oXp67h/wgqPI6pYLDnwSGCA8PfzW/DR8C7sOXiMoa/O5805Gzh8zO/uyDTGGL90dsNazPhHLwA+TdzKleMWehxRxWHJgce6N4tm8p09OKdpNE9OWUPvZ2fzyU+/kHXcRgMzxpiCNI2pzk8PnAfADym76P7UTI8jqhgsOfADsTVCeOe6Towf0ZV6ESGM+mIl/V+cy7crttuY4sYYU4DYmiGsHNMfgNQ9h2g88lu72Ps0WXLgR7o2ieJ/t5zDW9ckEBQo3Pbxz/z5jR9JSj29wk3GGFPR1QipwrrHfq/HED9qMsfsCGyxWXLgZ0SEfq1rM+XOc3nmknZszTzIkFfmM2ZSMvsOH/M6PGOKRUQCRWSpiHyTx7SqIvKpiKSIyCIRaVz2EZqKIDgogI1PDD7xuvmDUzhwxO4GKw5LDvxUYIBwWUIDZtzdmyu7NOL9BZvp+9wcvlyaaofLTHl0J7A6n2nDgd2q2gx4EXi6zKIyFU5AgFOPIbp6MABtHp7Gzt+OeBxV+WPJgZ8LD63Coxe15avbulM/IoS/f7qMYWMXsurXfV6HZkyhiEgccAEwLp8uQ4H33ecTgPPErfRmTHEl/rMfnRrXAiDhse/ZvPOAxxGVL5YclBPt4iL44tbuPHZRW9bu2M+FL8/jwYkryTxw1OvQjCnIS8B9QH4ngOsDWwFUNQvYC/yhPrmIjBCRRBFJzMjIKK1YTQXy+c3ncPHZ9QHo/dxsltuw9YVmyUE5EhggXNW1EbPv6c013RozfvFWej87i/d+2GQX3hi/JCIXAumquuR0l6WqY1U1QVUTYmJiSiA6Uxm8cFkH/ta3GQBDX/2BWWvTPY6ofLDkoByKCA1mzJA2TP5bT86MC2fM16sY/O95zF+/0+vQjMmtOzBERDYD44G+IvJRrj6pQAMAEQkCwoFdZRmkqdju7n8Gj/+pLQDXv7uYCUu2eRyR/7PkoBw7o04NPhrehTev7sjhrONc9fYiRnyQyC+7DnodmjEAqOooVY1T1cbAMGCmql6Vq9sk4Fr3+SVuH7vq1pSoK7s0YuzVHQG45/PlvDorxeOI/JslB+WciDCgTR2m39WLewecwfyUnZz/whyembrGbuExfktEHhGRIe7Lt4EoEUkB7gZGeheZqcj6t6nDhJu7AfDstLU8OHGlxxH5L6ksCXpCQoImJiZ6HUapS9t7mKenrmHi0lRia1TlvoEtufis+gQE2MXfpnBEZImqJngdx6lUlv3ZlI6U9P2c/8JcAHq1iOH9Gzp7HFHpKe7+bEcOKpg64SG8eHkH/nfLOdQND+Gez5dz4cvz+SHFrkcwxhiAZrE1WOTWY5izLoNez87yOCL/Y8lBBdWxUS0m3tqdfw/rwN5Dx7hy3CKuf/cn1u+w0tDGGFO7Zggr3HoMW3YdtHoMuVhyUIEFBAhDO9Rnxj96MWpQSxK37GbAS3N5YOJK0vcf9jo8Y4zxVM2QKqx9bOCJ1/GjJltFXJclB5VASJVA/tqrKXPu7cM13Rrz2eKt9Hl2Ni/PWM+ho8e9Ds8YYzxTNSjwpHoMzR6cwsGjdjG3JQeVSGSYMz7C9Lt70bN5DM9PX0fv52bxeeJWjltpaGNMJZVTj6FWaBUAWo+exq5KXo/BkoNKKD46jDeu7sjnN3ejTng17p2wgoEvzeWtuRvZsc9ONxhjKqelo/vToUEEAB0f+75SjxljyUEl1qlxJF/eeg4vX3EWocGBPD55NV2fnMFV4xbxeeJW9luJaGNMJfPlbd0Z2qEeAOc+O4uk1L0eR+QNG+fAnLAx4ze+XPYrXy5N5ZfMg1QNCmBoh3pcd048revV9Do8U0ZsnANj4Ompa3h99gYAPhzemZ7Ny2c9j+Luz5YcmD9QVZZu3cPnidv4cmkqh44dp0t8JNd3j6df69oE2oBKFZolB8Y4PliwmdFfJQPw4uXt+dNZcd4GVAylOgiSiGwWkZUiskxEEnNN+4eIqIhEu69richEEVkhIj+JSFufvgNFZK2IpIjISJ/2eBFZ5LZ/KiLBbntV93WKO72xzzyj3Pa1IjKgqL+4yZ+IcHbDWjx58ZksHHUeDwxuybbdh7j5oyWc+8wsXpm5nk1WG90YU8Fd060xb1x1NgB3fbqcN+Zs8DiislOUaw76qGoH3wxERBoA/YFffPo9ACxT1XbANcC/3b6BwKvAIKA1cIWItHbneRp4UVWbAbuB4W77cGC32/6i2w93vmFAG2Ag8Jq7fFPCwkOrMOLcpsy5tzdvXNWRBpHVeO67dfR5bjYX/Gcer81OYcsuSxSMMRXTwLZ1+eyvTj2Gp6as4eGvkjyOqGyc7gWJLwL3Ab7nJloDMwFUdQ3QWERqA52BFFXdqKpHccq3DhURAfoCE9z53wcucp8PdV/jTj/P7T8UGK+qR1R1E5DiLt+UkqDAAAa2rcP4Ed34cWRf/nlBK4KDAnhm6lp6PTub/3t5Pm/M2cDWzMp7da8xpmLqHB/Jd3edC8D7C7Zww3uLPY6o9BU2OVDgOxFZIiIjAERkKJCqqstz9V0OXOz26Qw0AuKA+sBWn37b3LYoYI+qZuVqx3ced/pet39+yzJloF5ENW7s2YSJt3Zn/v19eHBwKwIChKemrKHnM7MY8sp83rREwRhTgbSoXYMFo/oCMHNNOn2fn+1tQKUsqJD9eqhqqojEAtNFZA3O6YP+efR9Cvi3iCwDVgJLAU+G4XMTmREADRs29CKECi+uVig3nduEm85twtbMg0xJ2s63K7bz5JQ1PDllDe3jwunVIoYezWM4q2EEVQLt7lljTPlUN7wayx/uT/t/fcfGjAPEj/qWjU8MxjmgXbEUKjlQ1VT3Z7qITAR6AfHAcnejxAE/i0hnVU0DrgdwTwFsAjYC1YAGPouNA1KBXUCEiAS5Rwdy2nF/NgC2iUgQEO72T81nWbnjHguMBefq5sL8rqb4GkSGMuLcpow4tylbMw/y7crtTEtO45VZKfxnZgrVqwbRtUkkPZpF06N5DE1jwirkTmWMqbjCq1VhzaMDafnQVFSdegwpjw8iqIL941NgciAiYUCAqu53n/cHHlHVWJ8+m4EEVd0pIhHAQfe6ghuBuaq6T0QWA81FJB7ni3wY8BdVVRGZBVyCcx3CtcBX7qInua8XuNNnuv0nAR+LyAtAPaA58NNpbw1TYhpEhnJzr6bc3Kspew8dY8GGXcxPyWDe+p18vzodgHrhIfRo7iQK3ZtGEVW9qsdRG2NMwUKqBLLhicE0fWAy4NRjWP3IQKoFV5zr4gtz5KA2MNH9Dy8I+FhVp56ifyvgfRFRIBn3zgNVzRKR24FpQCDwjqomu/PcD4wXkcdwTkO87ba/DXwoIilAJk5Cgaomi8hnwCogC7hNVa2CkJ8Kr1aFgW3rMLBtHQC2Zh5k3vqdzFufwdSkND5L3AZA2/o16dEshp7No+nYqBYhVSrOjmaMqVgCA4RNTw6m3Zjv2H8ki1ajp7L0oX7UCgv2OrQSYYMgGU8dz1ZWpu5l3roM5qXs5Octu8nKVkKqBNA5PoqezaLpdUYMzWOr2ymIMmKDIBlTNP/38nxWusMsz7uvDw0iQz2O6Hc2QmIB7MOkfDhwJItFm3Yxd91O5qfsJCX9NwCaxIQxuG1dBratQ5t6NS1RKEWWHBhTdLf992e+XbkdgG//1oM29cI9jshhyUEB7MOkfNq+9xAzVqczJWk7CzdmcjxbaRgZyqAz6zCobV3ax4VbolDCLDkwpniemLyasXM3AvDfG7vQvVm0xxFZclAg+zAp/zIPHGX6qjQmr0zjh5SdZGUr9SOqMbBtHQa1rcPZDWsRYHUfTpslB8YU3zvzN/HIN6sA+PewDgzt4O0QPMXdnws7zoExnosMC+byTg25vFND9h48xverdzAlaTsfLtjC2/M3EVujKgPb1qHPGbEkNK5FjZAqXodsjKlkbugRT+2aIdz28c/cOX4Z6fuOcNO5TbwOq8gsOTDlUnhoFf7cMY4/d4xj/+FjzFyTzpSVaXyWuJUPFmwhQKBNvXC6NomkS3wUneIjCa9myYIxpvRd0K4uUdW7MmzsQh6fvJpf9x7i4f9r43VYRWKnFUyFcujocZb+spuFmzJZuHEXy37Zw9Hj2YhA7xYx3N63GR0bRXodpl+z0wrGlIw1afsY+NI8APq1rs1b15T9bmXXHBTAPkwqp8PHjrNs6x7mrc/g40W/sPvgMbo2ieT2Ps3p3izKLmbMgyUHxpSc1D2H6P7UTABa1qnB1L+fW6brL+7+XLHGezQml5AqgXRtEsW9A1ryg1tNcmPGAa56exEXvfYj05LTOJqV7XWYxpgKqn5ENZaPdsoQrUnbT4sHp1Ae/im35MBUGqHBQdzYswlz7+vDYxe1ZddvR/jrh0vo+Nh07hy/lG9XbOe3I1kFL8gYY4ogPNSpxwBw9Hg28aMmczzbvxMEO61gKq1jx7OZvTaD6avS+H51OpkHjhIcGED3ZlH0b1OHvi1jqV0zxOswy5ydVjCmdBzP1hP1GADWPDqw1IeJt2sOCmAfJuZUjmcrS7bs5rvkNL5btYNfMg8C0KZeTc5rGUuflrG0j4uoFOMoWHJgTOlRVVo+NJUj7unMZaP7ERFaevUYLDkogH2YmMJSVdbt+I2Za9KZuWYHS7bsJlshunowvVrEcl6rWHo2j66w4yhYcmBM6Rv40lzWpO0HYP79fYirVTr1GCw5KIB9mJji2n3gKHPXZzBjdTpz1mWw99AxggKEzvGR9G0ZS9+WsTSJqe51mCXGkgNjysbNHy5hanIaAFPu7EmrujVLfB2WHBTAPkxMScg6ns3Pv+w5cVRh3Q6nMFTjqFB6nxFL1yaRdGocSVT1qh5HWnyWHBhTdh77ZhXj5m8C4JObutKtaVSJLt+SgwLYh4kpDVszDzJ7bToz1qSzcOMuDh9zziM2j61Ol5zRGRtHUrtm1XIzpkJJJgciEgLMBarijMg6QVUfztXnOuBZINVtekVVx51qubY/m4pk3LyNPPbtagBevuIs/q99vRJbttVWMMYDDSJDubpbY67u1pijWdmsTN3Dwo2ZLNqUycSfU/lo4S+Ac71Cq7o1aV2vJq3r1qRNvZrER1cnsOJf4HgE6Kuqv4lIFWC+iExR1YW5+n2qqrd7EJ8xnruxZxNia4bwt0+WcscnS8nYf4QbesR7GpMlB8aUkOCgADo2iqRjo0hu6+Ocgkj6dR8/b9nN6u37WLV9H+/O38zR487RhYjQKvRrVZuBbevQo3k0VYNK95YmL6hzaPI392UV91E5DlcaUwRD2tcjOiyYv4xbxCPfrGL73kM8eEFrz+Kx5MCYUhIUGECHBhF0aBBxou3Y8Ww2ZPxGcuo+5qfsZGpyGp8v2Ub1qkH0bRnLwLZ16H1GDKHBFWfXFJFAYAnQDHhVVRfl0e3PInIusA64S1W3lmWMxviDc5pFM/lvPRn8n3m8NW8TqXsO8dqVHT2Jxa45MMZDR7Oy+WHDTqYlOeMrZB44StWgAHq1iGHQmXXo27J2mVeTLK0LEkUkApgI3KGqST7tUcBvqnpERP4KXK6qffOYfwQwAqBhw4Ydt2zZUtIhGuMXtu0+SI+nZwHQtn5NvrmjZ7GXZRckFsCSA+Pvso5ns3jzbqYmbWdqcho79h0hKEA4p1k0g9rWoV/r2kSXwV0QpXm3goiMBg6q6nP5TA8EMlU1/FTLsf3ZVHS7DxzlrEenAxAaHEjyvwYU66JmSw4KYB8mpjzJzlaWbdvDtKQ0piSl8UvmQQIEOjWOZFDbOgxoW4e64dVKZd0lfLdCDHBMVfeISDXgO+BpVf3Gp09dVd3uPv8TcL+qdj3Vcm1/NpXBoaPHaTV66onXG54YXOSLmC05KIB9mJjySlVZvX0/U5O2MyUpjfXpzvV9HRpEMKBNHXo2j6ZV3ZoldudDCScH7YD3gUCcQm+fqeojIvIIkKiqk0TkSWAIkAVkAreo6ppTLdf2Z1NZZB3PptmDU068Lmo9BksOCmAfJqaiSEn/jWnJaUxNSmNl6l4AwqtVoXN8JN2aRNGtaRRn1K5R7DoQNgiSMf5FVWnxzykcO+58Xy8f3Z/w0MJdi2TJQQHsw8RURGl7D7Ng404WbNjFgo272Jp5CIDIsGC6xEfSrWkU3ZpE0Sy2eqHPV1pyYIx/6vfCnBNHDn8c2Zd6EQWfWrTkoAD2YWIqg227D7Jgwy4Wbsxk4cZdpO5xkoXo6lXp2sRJFq7o1PCURxUsOTDGf934/mK+X50OwA8j+1K/gATBRkg0xhBXK5RLE0K5NKEBqsrWzEMnHVlISt3LlV0aeR2mMaaYxl3biTGTknnvx83MWZvBX7o0LJX1WHJgTAUlIjSMCqVhVEMu79QQVWX3wWNeh2WMOU1jhrRhzJA2pbqOgMJ0EpHNIrJSRJaJSGKuaf8QERWRaPd1uIh8LSLLRSRZRK736XutiKx3H9f6tHd0l58iIv8R9+SoiESKyHS3/3QRqeW2i9svRURWiMjZJbExjKnIRITIsGCvwzDGlAOFSg5cfVS1g++5CxFpAPQHfvHpdxuwSlXbA72B50UkWEQigYeBLkBn4OGcL3vgdeAmoLn7GOi2jwRmqGpzYIb7GmCQT98R7vzGGGOMKQFFSQ7y8iJwHycXUlGghvvff3Wc+5azgAHAdFXNVNXdwHRgoIjUBWqq6kK3SMsHwEXusobi3CON+9O3/QN1LAQi3OUYY4wx5jQVNjlQ4DsRWeKOb46IDAVSVXV5rr6vAK2AX4GVwJ2qmg3UB3yLqWxz2+q7z3O3A9TOGTkNSANqu8/zW5YxxhhjTlNhL0jsoaqpIhILTBeRNcADOKcUchsALAP6Ak3d/vNON1BVVREp0n2XuQq1nG4IxhhjTKVQqCMHqprq/kzHqarWC4gHlovIZiAO+FlE6gDXA1+4h/xTgE1ASyAVaOCz2Di3LdV9nrsdYEfO6QL3Z7rbnt+ycsc9VlUTVDUhJiamML+qMcYYU+kVmByISJiI1Mh5jnO0YLGqxqpqY1VtjHNY/2xVTcO5OPE8t39t4AxgIzAN6C8itdwLEfsD09zTBvtEpKt7ncI1wFfu6icBOXc1XJur/Rr3roWuwF6f0w/GGGOMOQ0FjpAoIk1wjhaAcxriY1V9PFefzUCCqu4UkXrAe0BdQICnVPUjt98NOKcjAB5X1Xfd9gR3nmrAFJx67+rWef8MaAhsAS5T1Uw3iXgF566Gg8D1qnrK4dJEJMNdhr+IBnZ6HUQRWcxlx8u4G6mqXx9qK6X92d/eK/4WD/hfTBZPwYq1P1ea4ZP9jYgk+vsQtblZzGWnvMZdnvnbNve3eMD/YrJ4Ss/p3spojDHGmArGkgNjjDHGnMSSA++M9TqAYrCYy055jbs887dt7m/xgP/FZPGUErvmwBhjjDEnsSMHxhhjjDmJJQeFJCIRIjJBRNaIyGoR6eYzLXdlyivdapErReRHEWnv03egiKx1K0qO9GmPF5FFbvunIhLstld1X6e40xv7zDPKbV8rIgNOJ2af9k4ikiUil/i0lVk1zaLGLCK9xakWmiwic/x9O4tVLfU7+b1XynD9DURkloisct8Td7rtef59yzi2QBFZKiLfuK/z3H/KKJY/7GdebyMRucv9myWJyCciEuLlNipRqmqPQjxwCj/d6D4PBiLc5w1wBnjaAkS7becAtdzng4BF7vNAYAPQxF3GcqC1O+0zYJj7/A3gFvf5rcAb7vNhwKfu89bu/FVxRqvcAAQWN2af+GYCk4FL3LZInEGsFcldAwAAByRJREFUIoFa7vOc3+0noCvOeBZTgEFu+zPASPf5SOBp9/lgt5+48y06ze0cAawCGrqvY/19O+OM85GzPWJwCpMFl/V2tsdJ7/k83ytlGENdnEHkAGoA69z3XZ5/3zKO7W7gY+Ab93We+08ZxfKH/czLbYRTz2cTUM1n21zn5TYq0d/P6wDKwwMId98Ekse0CUB7YDM+X7Q+02vhFKgC6IYzKmTOtFHuQ3AGzgjK3c/9cunmPg9y+0nOvD7LOtGvuDEDf8cpuf0evycHVwBv+vR5022rC6zxaT/RD1gL1HWf1wXW+s7rM8+JfsWJGecL/bE8+vrtdnaX95q77HggBecIXpltZ3sU/F7xOKavgH75/X3LMI44YAZOnZxvTrX/lEEsee5nXm4jfi8AGOl+ZnyDU1vIk21U0g87rVA48UAG8K57iG2cOMNK51eZ0tdwnP/iIP9qklHAHlXNytV+0jzu9L1u/4IqUxYpZhGpD/wJeD1X/GVZTbOo27kFUEtEZotTMfSaAtbj+XbGqpb6G7/aVu7prLOAReT/9y0rLwH3Adnu61PtP6Utz/0MD7eROjWHnsMpGbAd5zNjCd5toxJlyUHhBAFnA6+r6lnAAWAMziHi0fnNJCJ9cJKD+8sgxtyKGvNLwP3uF1WJUSd9LuwtMUWNOQjoCFyAk7E/JCItTjfmIipqzDlVS+sBHYBXRKTm6QZRxO1s/JCIVAf+B/xdVff5Tivrv6+IXAikq+qSslpnAfLaz066PsSDbVQLGIqTuNQDwnCG9K8QLDkonG3ANlVd5L6egPNGza8yJSLSDhgHDFXVXe58+VWT3AVEiEhQrvaT5nGnh7v9C6pMWdSYE4DxbvslwGsictEp1lMa1TSLGvM2nEN2B1R1JzAX5zC+P29nv6laagA/2VYiUgUnMfivqn7hNuf39y0L3YEh7vt3PM6phX+T//5T2vLbz7zcRucDm1Q1Q1WPAV/gbDevtlGJsuSgENSpNrlVRM5wm84DftZ8KlOKSEOcN8rVqrrOZ1GLgebu1azBOBe+TXIz3lk4X8rwxwqUOVeuXwLMdPtPAoaJc5V9PNAc58K1YsWsqvE+7ROAW1X1S8qwmmZRY3aX20NEgkQkFOgCrPbn7YxVLfU3eb5XyjIA9+/6NrBaVV/wmZTf37fUqeooVY1z37/DcPaHK8l//yntePLaz1bh4TbC2Ze7ikio+zfMicmTbVTivL7oobw8cA4BJwIrgC9xryT3mb6Z3y86Gwfsxjl8vAxI9Ok3GOdq5A3Agz7tTXC+dFKAz4GqbnuI+zrFnd7EZ54H3eWsxb2Cvbgx52p/D/eCRPf1De76U3AqYOa0JwBJbgyv8PugWlE4FzKtB74HIt12AV51+6/EqeR5WjED9+LskEk4h2P9ejvjHH78zv39k4CrvNjO9jjp75Pne6UM198D53D4Cn7/zBic39/Xg/h68/vdCnnuP2UUxx/2M6+3EfAvYI27f36Ic1eTZ9uoJB82QqIxxhhjTmKnFYwxxhhzEksOjDHGGHMSSw6MMcYYcxJLDowxxhhzEksOjDHGmFMQkTvcgk/JIvJMPn3eEZF0EUkqzPwi0lhEDolTOG6ZiLyRx3yT8lpePuu/TH4v3vVxUX/H3IIK7mKMMcZUfCLSG7hOVa/zaeuDMxJie1U9IiKx+cz+Hs6txh/kWuap5t+gqh3yieVi4LdCxt0cpy5Id1XdfYoYC82OHBhjjDH5uwV4SlWPAKhqnqMwqupcnCqrxZrflzuU9t3AY7nam4rIVLeWzDwRaelOugl4VVV3F3YdBbHkwBhjjMlfC6CniCwSkTki0qkE548Xp5DUHBHp6dP+KPA8cDDXssYCd6hqR+AenAqvOetoISI/iMhCETntGg92WsEYY0ylJiKLcEY3rA5Eisgyd9L9ON+TkUBXoBPwmYg00cKPIJjn/DiVHBuq6i4R6Qh8KSJtcEZYbKqqd4lTpTMnxurAOcDnzmjN4Macs47mOKNZxgFzReRMVd1TpA2RK2hjjDGm0lLVLpDvNQd34RZLA34SkWwgGqeEdGFsy2t+Vc0Ack41LBGRDThHADoBCW7RqyAgVkRmA0NwykHndY3CNmCROgWgNonIOpxkYXHht8LJ7LSCMcYYk78vgT4A4pSEDwZ2nu78IhIjIoFuexOcL/ONqvq6qtZTp+hVD2CdqvZWp4z3JhG51J1HRKS9zzp6u+3ROEnGxuL/ypYcGGOMMafyDtDEvaVwPHCtqqqI1BORyTmdROQTYAFwhohsE5Hhp5ofOBdY4Z7CmADcrKp5XdDo60pguIgsB5Jx7oIAp6rrLhHJqQp5r6ruOp1f2govGWOMMeYkduTAGGOMMSex5MAYY4wxJ7HkwBhjjDEnseTAGGOMMSex5MAYY4wxJ7HkwBhjjDEnseTAGGOMMSex5MAYY4wxJ/l/+Ew3YmAmMvgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x1440 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_path(train_all_data,1) #刺网"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析是否要进行数据清洗"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 找空值并去除"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['ship', 'x', 'y', 'v', 'd', 'time', 'type'], dtype='object')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 打印数据的列值\n",
    "train_all_data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ship    0\n",
      "x       0\n",
      "y       0\n",
      "v       0\n",
      "d       0\n",
      "time    0\n",
      "type    0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# 查看是否又空值\n",
    "print(train_all_data.isna().sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 找离群点"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```py\n",
    "sns.pairplot(train_all_data)\n",
    "sns.pairplot(test_all_data)\n",
    "plt.show()\n",
    "```\n",
    "\n",
    "### 训练数据集\n",
    "![title](./img/train_all_data_sns.png)\n",
    "### 测试数据集\n",
    "![title](./img/test_all_data_sns.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# 画和type相关的散点图\n",
    "# train_all_data.plot.scatter(x=\"x\", y='type')\n",
    "# train_all_data.plot.scatter(x=\"y\", y='type')\n",
    "# train_all_data.plot.scatter(x=\"v\", y='type')\n",
    "# train_all_data.plot.scatter(x=\"d\", y='type')\n",
    "\n",
    "#train_all_data[\"time\"].value_counts(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 对速度进行分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f7dc5bde810>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_all_data[\"v\"].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f7dc5b16510>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_all_data[\"v\"].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------train-----中大于90的数据\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ship</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>v</th>\n",
       "      <th>d</th>\n",
       "      <th>time</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>526726</th>\n",
       "      <td>5224</td>\n",
       "      <td>6.892249e+06</td>\n",
       "      <td>6.380842e+06</td>\n",
       "      <td>93.15</td>\n",
       "      <td>306</td>\n",
       "      <td>1119 09:29:02</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556351</th>\n",
       "      <td>6936</td>\n",
       "      <td>6.340907e+06</td>\n",
       "      <td>5.238239e+06</td>\n",
       "      <td>100.16</td>\n",
       "      <td>311</td>\n",
       "      <td>1112 12:38:56</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556352</th>\n",
       "      <td>6936</td>\n",
       "      <td>6.544139e+06</td>\n",
       "      <td>4.829972e+06</td>\n",
       "      <td>100.16</td>\n",
       "      <td>311</td>\n",
       "      <td>1112 12:28:56</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2232690</th>\n",
       "      <td>6982</td>\n",
       "      <td>6.063308e+06</td>\n",
       "      <td>4.953816e+06</td>\n",
       "      <td>90.83</td>\n",
       "      <td>320</td>\n",
       "      <td>1122 05:33:27</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2293010</th>\n",
       "      <td>3033</td>\n",
       "      <td>6.269959e+06</td>\n",
       "      <td>5.215729e+06</td>\n",
       "      <td>90.83</td>\n",
       "      <td>118</td>\n",
       "      <td>1122 15:31:14</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         ship             x             y       v    d           time  type\n",
       "526726   5224  6.892249e+06  6.380842e+06   93.15  306  1119 09:29:02     0\n",
       "556351   6936  6.340907e+06  5.238239e+06  100.16  311  1112 12:38:56     2\n",
       "556352   6936  6.544139e+06  4.829972e+06  100.16  311  1112 12:28:56     2\n",
       "2232690  6982  6.063308e+06  4.953816e+06   90.83  320  1122 05:33:27     2\n",
       "2293010  3033  6.269959e+06  5.215729e+06   90.83  118  1122 15:31:14     2"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"-------train-----中大于90的数据\")\n",
    "train_all_data.loc[train_all_data[\"v\"] > 90]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------test-----中大于90的数据\n"
     ]
    },
    {
     "data": {
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ship</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>v</th>\n",
       "      <th>d</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13684</th>\n",
       "      <td>7845</td>\n",
       "      <td>6.461336e+06</td>\n",
       "      <td>5.445554e+06</td>\n",
       "      <td>90.83</td>\n",
       "      <td>91</td>\n",
       "      <td>1113 17:02:58</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       ship             x             y      v   d           time\n",
       "13684  7845  6.461336e+06  5.445554e+06  90.83  91  1113 17:02:58"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"-------test-----中大于90的数据\")\n",
    "test_all_data.loc[test_all_data[\"v\"] > 90]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 由上面信息可以看出速度大于90的可能是异常值"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 对面积进行分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_areas(dataframe):\n",
    "    dataframe_ship_group = dataframe.groupby('ship')\n",
    "    x_max_min_Series = dataframe_ship_group.apply(lambda t: t.x.max()-t.x.min())\n",
    "    y_max_min_Series = dataframe_ship_group.apply(lambda t: t.y.max()-t.y.min())\n",
    "    areas = x_max_min_Series.multiply(y_max_min_Series) # 面积\n",
    "    return areas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_areas = get_areas(train_all_data)\n",
    "test_areas = get_areas(test_all_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def analysis_areas(areas,isTrain=True):\n",
    "    areas.plot() #画图\n",
    "    zeros_areas = areas.loc[areas==0]\n",
    "    print(\"面积为0的个数{}，总个数{}，占比{}\".format(zeros_areas.shape[0],areas.shape[0],\n",
    "                                        zeros_areas.shape[0]/areas.shape[0]))\n",
    "    if isTrain:\n",
    "        print(train_all_data.loc[zeros_areas.index][\"type\"].value_counts(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "面积为0的个数203，总个数7000，占比0.029\n",
      "2    0.571429\n",
      "0    0.305419\n",
      "1    0.123153\n",
      "Name: type, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "analysis_areas(train_areas)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "面积为0的个数48，总个数2000，占比0.024\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "analysis_areas(test_areas,False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 面积为0的那么就是一个点，也就是没动，那么速度应该为0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 对捕鱼时长进行分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sub_k_by_key(serisdata):\n",
    "    \"\"\"算开始 结束 和差值\"\"\"\n",
    "    serisdata['time'] = pd.to_datetime(serisdata['time'], format='%m%d %H:%M:%S')\n",
    "    sort_series = serisdata.sort_values(by=\"time\",ascending=False)\n",
    "    \n",
    "    startend_time=sort_series.iloc[0][\"time\"] - sort_series.iloc[-1][\"time\"]\n",
    "#     print(type(startend_time))\n",
    "    serisdata[\"start-end_time\"]=startend_time\n",
    "    return serisdata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_areas2(dataframe):\n",
    "    dataframe_ship_group = dataframe.groupby('ship')\n",
    "    x_max_min_Series = dataframe_ship_group.apply(lambda t: sub_k_by_key(t))\n",
    "    return x_max_min_Series.drop_duplicates('ship')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_areas = get_areas2(train_all_data)\n",
    "test_areas = get_areas2(test_all_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "def analysis_areas(areas,isTrain=True):\n",
    "    X = train_areas[\"start-end_time\"].values.astype(int)\n",
    "    Y = train_areas[\"type\"].values\n",
    "    \n",
    "    plt.scatter(X,Y, s=10)\n",
    "    plt.show()\n",
    "    print(train_all_data[\"type\"].value_counts(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_train = train_areas.drop(['type',\"ship\",\"time\"], axis=1)\n",
    "X_train[\"start-end_time\"]=X_train[\"start-end_time\"].values.astype(int)\n",
    "y_train = train_areas[\"type\"]\n",
    "pca = PCA(n_components=2)\n",
    "X_new = pca.fit_transform(X_train.values)\n",
    "\n",
    "x0 = X_new[y_train==0]\n",
    "x1 = X_new[y_train==1]\n",
    "x2 = X_new[y_train==2]\n",
    "plt.scatter(x0[:, 0], x0[:, 1],marker='o')\n",
    "plt.scatter(x1[:, 0], x1[:, 1],marker='x')\n",
    "plt.scatter(x2[:, 0], x2[:, 1],marker='*')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2    0.622759\n",
      "0    0.232108\n",
      "1    0.145133\n",
      "Name: type, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "analysis_areas(train_areas)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2    0.622759\n",
      "0    0.232108\n",
      "1    0.145133\n",
      "Name: type, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "analysis_areas(test_areas,False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ship       7000\n",
       "x       1064269\n",
       "y       1059948\n",
       "v           248\n",
       "d           361\n",
       "time    1472312\n",
       "type          3\n",
       "dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_all_data.nunique() #获取 'Team’列中所有唯一值的数量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ship    0\n",
       "x       0\n",
       "y       0\n",
       "v       0\n",
       "d       0\n",
       "time    0\n",
       "type    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#isnull()元素级别的判断，把对应的所有元素的位置都列出来，元素为空或者NA就显示True，否则就是False\n",
    "# sum()  获取为True的个数\n",
    "train_all_data.isnull().sum() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats = []\n",
    "for col in train_all_data.columns:\n",
    "    stats.append((col, train_all_data[col].nunique(),\n",
    "                  train_all_data[col].isnull().sum() * 100 / train_all_data.shape[0],\n",
    "                  train_all_data[col].value_counts(normalize=True, dropna=False).values[\n",
    "                      0] * 100, train_all_data[col].dtype))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "stats_df = pd.DataFrame(stats, columns=['Feature', 'Unique_values',\n",
    "                                        'Percentage of missing values',\n",
    "                                        'Percentage of values in the biggest category',\n",
    "                                        'type'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Feature</th>\n",
       "      <th>Unique_values</th>\n",
       "      <th>Percentage of missing values</th>\n",
       "      <th>Percentage of values in the biggest category</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ship</td>\n",
       "      <td>7000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.147020</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>x</td>\n",
       "      <td>1064269</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.677202</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>y</td>\n",
       "      <td>1059948</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.677202</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>v</td>\n",
       "      <td>248</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20.307241</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>d</td>\n",
       "      <td>361</td>\n",
       "      <td>0.0</td>\n",
       "      <td>32.154756</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>time</td>\n",
       "      <td>1472312</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003445</td>\n",
       "      <td>object</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>type</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>62.275942</td>\n",
       "      <td>int64</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Feature  Unique_values  Percentage of missing values  \\\n",
       "0    ship           7000                           0.0   \n",
       "1       x        1064269                           0.0   \n",
       "2       y        1059948                           0.0   \n",
       "3       v            248                           0.0   \n",
       "4       d            361                           0.0   \n",
       "5    time        1472312                           0.0   \n",
       "6    type              3                           0.0   \n",
       "\n",
       "   Percentage of values in the biggest category     type  \n",
       "0                                      0.147020    int64  \n",
       "1                                      0.677202  float64  \n",
       "2                                      0.677202  float64  \n",
       "3                                     20.307241  float64  \n",
       "4                                     32.154756    int64  \n",
       "5                                      0.003445   object  \n",
       "6                                     62.275942    int64  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stats_df.sort_values('Percentage of missing values', ascending=False)[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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